{"cells":[{"cell_type":"markdown","metadata":{"id":"jUWeYIfl6h8C"},"source":["# Genereative Adversarial Networks\n","\n","The main goal of **Generative Adversarial Network** (GAN) is to generate images that are similar (but not identical) to training dataset.\n","\n","GAN consists of two neural networks that are trained against each other:\n","\n"," * **Generator** takes a random vector, and should generate an image from it\n"," * **Discriminator** is a networks that should distinguish between original image (from training dataset), and the one generated by the generator.\n","\n","<img src=\"./images/gan_architecture.png\" width=\"70%\"/>"]},{"cell_type":"code","execution_count":274,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:11.559876Z","iopub.status.busy":"2022-04-10T01:20:11.559606Z","iopub.status.idle":"2022-04-10T01:20:11.566476Z","shell.execute_reply":"2022-04-10T01:20:11.564054Z","shell.execute_reply.started":"2022-04-10T01:20:11.559847Z"},"id":"vh9JiNcw80sd","trusted":true},"outputs":[],"source":["import torch\n","import torchvision\n","import matplotlib.pyplot as plt\n","from torchvision import transforms\n","from torch import nn\n","from torch import optim\n","from tqdm import tqdm\n","import numpy as np\n","import torch.nn.functional as F\n","torch.manual_seed(42)\n","np.random.seed(42)"]},{"cell_type":"code","execution_count":275,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:12.588294Z","iopub.status.busy":"2022-04-10T01:20:12.588042Z","iopub.status.idle":"2022-04-10T01:20:12.593031Z","shell.execute_reply":"2022-04-10T01:20:12.592025Z","shell.execute_reply.started":"2022-04-10T01:20:12.588267Z"},"id":"DglVjX5inb6t","trusted":true},"outputs":[],"source":["device = 'cuda:0' if torch.cuda.is_available() else 'cpu'\n","train_size = 1.0\n","lr = 2e-4\n","weight_decay = 8e-9\n","beta1 = 0.5\n","beta2 = 0.999\n","batch_size = 256\n","epochs = 100\n","plot_every = 10"]},{"cell_type":"markdown","metadata":{"id":"MlNHFbgyJ0t-"},"source":["## Generator\n","\n","The role of a generator is to take a random vector of some size (it is similar to latent vector in autoencoders) and generate the target image. It is very similar to the generative side of autoencoder.\n","\n","In our example, we will use linear neural networks and MNIST dataset."]},{"cell_type":"code","execution_count":276,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:14.069449Z","iopub.status.busy":"2022-04-10T01:20:14.068899Z","iopub.status.idle":"2022-04-10T01:20:14.078472Z","shell.execute_reply":"2022-04-10T01:20:14.077547Z","shell.execute_reply.started":"2022-04-10T01:20:14.069411Z"},"trusted":true},"outputs":[],"source":["class Generator(nn.Module):\n","    def __init__(self):\n","        super().__init__()\n","        self.linear1 = nn.Linear(100, 256)\n","        self.bn1 = nn.BatchNorm1d(256, momentum=0.2)\n","        self.linear2 = nn.Linear(256, 512)\n","        self.bn2 = nn.BatchNorm1d(512, momentum=0.2)\n","        self.linear3 = nn.Linear(512, 1024)\n","        self.bn3 = nn.BatchNorm1d(1024, momentum=0.2)\n","        self.linear4 = nn.Linear(1024, 784)\n","        self.tanh = nn.Tanh()\n","        self.leaky_relu = nn.LeakyReLU(0.2)\n","\n","    def forward(self, input):\n","        hidden1 = self.leaky_relu(self.bn1(self.linear1(input)))\n","        hidden2 = self.leaky_relu(self.bn2(self.linear2(hidden1)))\n","        hidden3 = self.leaky_relu(self.bn3(self.linear3(hidden2)))\n","        generated = self.tanh(self.linear4(hidden3)).view(input.shape[0], 1, 28, 28)\n","        return generated"]},{"cell_type":"markdown","metadata":{"id":"9ktsWKcUGrJh"},"source":["A few tricks used in generator:\n","* Instead of ReLU, we use **LeakyReLU**, i.e. a ReLU which is not exactly 0 for negative $x$, but rather another linear function with very small slope.\n","* We use **BatchNorm1D** in order to stabilize training\n","* The activation function on last layer is **Tanh**, so the output is in the range [-1,1]."]},{"cell_type":"markdown","metadata":{"id":"tKbYa6ABKDlt"},"source":["## Discriminator\n","\n","Discriminator is a classical image classification network. In our first example, we will also use linear classifier."]},{"cell_type":"code","execution_count":277,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:16.009537Z","iopub.status.busy":"2022-04-10T01:20:16.008735Z","iopub.status.idle":"2022-04-10T01:20:16.016511Z","shell.execute_reply":"2022-04-10T01:20:16.015828Z","shell.execute_reply.started":"2022-04-10T01:20:16.009497Z"},"id":"JXTCDQvtl2q1","trusted":true},"outputs":[],"source":["class Discriminator(nn.Module):\n","    def __init__(self):\n","        super().__init__()\n","        self.linear1 = nn.Linear(784, 512)\n","        self.linear2 = nn.Linear(512, 256)\n","        self.linear3 = nn.Linear(256, 1)\n","        self.leaky_relu = nn.LeakyReLU(0.2)\n","        self.sigmoid = nn.Sigmoid()\n","\n","    def forward(self, input):\n","        input = input.view(input.shape[0], -1)\n","        hidden1 = self.leaky_relu(self.linear1(input))\n","        hidden2 = self.leaky_relu(self.linear2(hidden1))\n","        classififed = self.sigmoid(self.linear3(hidden2))\n","        return classififed"]},{"cell_type":"markdown","metadata":{"id":"MEKMvh3ljARS"},"source":["## Loading dataset\n","\n","We will use MNIST dataset."]},{"cell_type":"code","execution_count":278,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:17.585727Z","iopub.status.busy":"2022-04-10T01:20:17.585477Z","iopub.status.idle":"2022-04-10T01:20:17.591292Z","shell.execute_reply":"2022-04-10T01:20:17.590403Z","shell.execute_reply.started":"2022-04-10T01:20:17.585698Z"},"id":"qzaNwIrYnXYu","trusted":true},"outputs":[],"source":["def mnist(train_part, transform=None):\n","    dataset = torchvision.datasets.MNIST('.', download=True, transform=transform)\n","    train_part = int(train_part * len(dataset))\n","    train_dataset, test_dataset = torch.utils.data.random_split(dataset, [train_part, len(dataset) - train_part])\n","    return train_dataset, test_dataset"]},{"cell_type":"code","execution_count":279,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:18.391622Z","iopub.status.busy":"2022-04-10T01:20:18.391368Z","iopub.status.idle":"2022-04-10T01:20:18.396190Z","shell.execute_reply":"2022-04-10T01:20:18.395457Z","shell.execute_reply.started":"2022-04-10T01:20:18.391593Z"},"id":"_8cwsRK_uYaJ","trusted":true},"outputs":[],"source":["transform = transforms.Compose([\n","                                transforms.ToTensor(),\n","                                transforms.Normalize(mean=0.5, std=0.5)\n","])"]},{"cell_type":"code","execution_count":280,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:19.217944Z","iopub.status.busy":"2022-04-10T01:20:19.217246Z","iopub.status.idle":"2022-04-10T01:20:19.253572Z","shell.execute_reply":"2022-04-10T01:20:19.252843Z","shell.execute_reply.started":"2022-04-10T01:20:19.217904Z"},"id":"o_LQTueXnZmt","trusted":true},"outputs":[],"source":["train_dataset, test_dataset = mnist(train_size, transform)"]},{"cell_type":"code","execution_count":281,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:20.096334Z","iopub.status.busy":"2022-04-10T01:20:20.095652Z","iopub.status.idle":"2022-04-10T01:20:20.101955Z","shell.execute_reply":"2022-04-10T01:20:20.101119Z","shell.execute_reply.started":"2022-04-10T01:20:20.096284Z"},"id":"X1FNaNmynex_","trusted":true},"outputs":[],"source":["train_dataloader = torch.utils.data.DataLoader(train_dataset, drop_last=True, batch_size=batch_size, shuffle=True)\n","dataloaders = (train_dataloader, )"]},{"cell_type":"markdown","metadata":{"id":"EhyAVbdMKWaq"},"source":["## Network training\n","\n","On each step of the training, we have **two** phases:\n","\n","* **Generator** training. We generate some random vectors **noise** (training happens in minibatches, so we use 100 vectors at a time), generate **true labels** (vector with shape (bs, 1) with 1.0 values), calculate generator loss between output from **frozen** discriminator with noise as input and true labels.\n","\n","* **Discriminator** training. We calculate discriminator loss from **two** parts, **first** part is loss between output from discriminator with noise as input and **fake labels** (vector with shape (bs, 1) with 0.0 values), **second** part is loss between output from discriminator with real images as input and true labels (vector with shape (bs, 1) with 1.0 values). **Result loss** is (first_part_loss + second_part_loss) / 2."]},{"cell_type":"code","execution_count":282,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:21.587504Z","iopub.status.busy":"2022-04-10T01:20:21.586841Z","iopub.status.idle":"2022-04-10T01:20:21.593000Z","shell.execute_reply":"2022-04-10T01:20:21.592212Z","shell.execute_reply.started":"2022-04-10T01:20:21.587469Z"},"id":"aISx_wo4W1qJ","trusted":true},"outputs":[],"source":["def plotn(n, generator, device):\n","    generator.eval()\n","    noise = torch.FloatTensor(np.random.normal(0, 1, (n, 100))).to(device)\n","    imgs = generator(noise).detach().cpu()\n","    fig, ax = plt.subplots(1, n)\n","    for i, im in enumerate(imgs):\n","        ax[i].imshow(im[0])\n","    plt.show()"]},{"cell_type":"code","execution_count":283,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:22.530305Z","iopub.status.busy":"2022-04-10T01:20:22.529754Z","iopub.status.idle":"2022-04-10T01:20:22.544480Z","shell.execute_reply":"2022-04-10T01:20:22.543805Z","shell.execute_reply.started":"2022-04-10T01:20:22.530268Z"},"id":"tlgpI9Dz-wB3","trusted":true},"outputs":[],"source":["def train_gan(dataloaders, models, optimizers, loss_fn, epochs, plot_every, device):\n","    tqdm_iter = tqdm(range(epochs))\n","    train_dataloader = dataloaders[0]\n","    \n","    gen, disc = models[0], models[1]\n","    optim_gen, optim_disc = optimizers[0], optimizers[1]\n","\n","    for epoch in tqdm_iter:\n","        gen.train()\n","        disc.train()\n","\n","        train_gen_loss = 0.0\n","        train_disc_loss = 0.0\n","        \n","        test_gen_loss = 0.0\n","        test_disc_loss = 0.0\n","\n","        for batch in train_dataloader:\n","            imgs, _ = batch\n","            imgs = imgs.to(device)\n","\n","            disc.eval()\n","            gen.zero_grad()\n","\n","            noise = torch.FloatTensor(np.random.normal(0.0, 1.0, (imgs.shape[0], 100))).to(device)\n","            real_labels = torch.ones((imgs.shape[0], 1)).to(device)\n","            fake_labels = torch.zeros((imgs.shape[0], 1)).to(device)\n","            \n","            generated = gen(noise)\n","            disc_preds = disc(generated)\n","\n","            g_loss = loss_fn(disc_preds, real_labels)\n","            g_loss.backward()\n","            optim_gen.step()\n","\n","            disc.train()\n","            disc.zero_grad()\n","\n","            disc_real = disc(imgs)\n","            disc_real_loss = loss_fn(disc_real, real_labels)\n","\n","            disc_fake = disc(generated.detach())\n","            disc_fake_loss = loss_fn(disc_fake, fake_labels)\n","\n","            d_loss = (disc_real_loss + disc_fake_loss) / 2.0\n","            d_loss.backward()\n","            optim_disc.step()\n","\n","            train_gen_loss += g_loss.item()\n","            train_disc_loss += d_loss.item()\n","\n","        train_gen_loss /= len(train_dataloader)\n","        train_disc_loss /= len(train_dataloader)\n","\n","        if epoch % plot_every == 0 or epoch == epochs - 1:\n","            plotn(5, gen, device)\n","\n","        tqdm_dct = {'generator loss:': train_gen_loss, 'discriminator loss:': train_disc_loss}\n","        tqdm_iter.set_postfix(tqdm_dct, refresh=True)\n","        tqdm_iter.refresh()"]},{"cell_type":"code","execution_count":284,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:23.478552Z","iopub.status.busy":"2022-04-10T01:20:23.478289Z","iopub.status.idle":"2022-04-10T01:20:23.505760Z","shell.execute_reply":"2022-04-10T01:20:23.505120Z","shell.execute_reply.started":"2022-04-10T01:20:23.478522Z"},"id":"AOx0xtgJtI68","trusted":true},"outputs":[],"source":["generator = Generator().to(device)\n","discriminator = Discriminator().to(device)\n","optimizer_generator = optim.Adam(generator.parameters(), lr=lr, weight_decay=weight_decay, betas=(beta1, beta2))\n","optimizer_discriminator = optim.Adam(discriminator.parameters(), lr=lr, weight_decay=weight_decay, betas=(beta1, beta2))\n","loss_fn = nn.BCELoss()\n","\n","models = (generator, discriminator)\n","optimizers = (optimizer_generator, optimizer_discriminator)"]},{"cell_type":"code","execution_count":285,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:20:24.424759Z","iopub.status.busy":"2022-04-10T01:20:24.424155Z","iopub.status.idle":"2022-04-10T01:35:56.984533Z","shell.execute_reply":"2022-04-10T01:35:56.983850Z","shell.execute_reply.started":"2022-04-10T01:20:24.424716Z"},"id":"7O1pMJPGuEpi","trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["  0%|          | 0/100 [00:00<?, ?it/s]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 10%|█         | 10/100 [01:32<13:49,  9.21s/it, generator loss:=1.04, discriminator loss:=0.547]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 20%|██        | 20/100 [03:05<12:18,  9.23s/it, generator loss:=0.935, discriminator loss:=0.596]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 30%|███       | 30/100 [04:38<10:47,  9.24s/it, generator loss:=0.9, discriminator loss:=0.617]  "]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 40%|████      | 40/100 [06:11<09:16,  9.28s/it, generator loss:=0.851, discriminator loss:=0.634]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 50%|█████     | 50/100 [07:45<07:49,  9.38s/it, generator loss:=0.839, discriminator loss:=0.638]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 60%|██████    | 60/100 [09:19<06:21,  9.54s/it, generator loss:=0.836, discriminator loss:=0.637]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 70%|███████   | 70/100 [10:52<04:38,  9.27s/it, generator loss:=0.844, discriminator loss:=0.636]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 80%|████████  | 80/100 [12:27<03:05,  9.30s/it, generator loss:=0.853, discriminator loss:=0.634]"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXIAAABcCAYAAABz9T77AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAA9R0lEQVR4nO29eZRd2VnY+/v2OeeeO99b86Sq0iy1utWtbne7B9M2dnuKMTGEhBAISQjg90Lg4ZeXrEdYJItkkfV4QAjvhRfAjg0mmICNDXjE2G7w3G71oB40tIaSSiXVfKvuPJ6z9/vj3CqVpJK6qlSjfH9r1ZLq1r1n7/Pdvb+z9zdtMcbQokWLFi12LmqrO9CiRYsWLe6MliJv0aJFix1OS5G3aNGixQ6npchbtGjRYofTUuQtWrRoscNpKfIWLVq02OHckSIXkXeLyGsicl5EfmG9OrWTaclkeVpyuZmWTG6mJZO1IWuNIxcRCzgLvAO4AhwH/pEx5tT6dW9n0ZLJ8rTkcjMtmdxMSyZr505W5G8EzhtjRowxdeBPgPetT7d2LC2ZLE9LLjfTksnNtGSyRuw7+OwAMLbk9yvAo7f7QEhcEyZ2B01uIrEIXkRhVzUUKyv6SJgYPg1EZMYY08XdJhMAAVa5iQsTo0qpuuSl28plx8lkDaxWJrD5chGlMBEXBKRSw/h6Q9sLE6PGdXNt28lkqygwP9vUKctyJ4p8RYjI+4H3A4SJ8qg8tdFNrgvq4BGy9yRJnStinnt1RZ+ZMlfIMMk4l0Zv976dKhNEEMvC+D6swiQ3Za7wCs8Ub3/pHSqTNbISmcDWykVFopgje4Pv/dQIulRa5wYsMHpxLE2ZK5zhhdf92HfbWAH4svmz2+qUO1HkV4HBJb/var52HcaYDwIfBEhK++YUdhFBbCdov1Ff2zXOXqLtagxTLq94AeoSoXr9imL7yGQ9MAbjeav+mEsEILTkpZvksmNlskZWIhPYWrnoag11+mLw/3J5Axrwr/vVJYLmulX/1shEZFULle3AndjIjwMHRGSPiISAHwE+vT7dWgeUBD9rRJfL+DMzq1qFJGmjQhEgtC1lskUkaQMIb9uxsgVshEzEthEnFCii9UD76FIpmAMrVGwqFsPq6kJFo6tuLkkbGk1rnKyeNStyY4wH/CzwReA08HFjzMn16tgdYQymXsfU17gaXyNKFIc4BnCQ7SaTLUSJArjMdhwrW8S6y0QEtWcIjh3C6uxcn06uoQ/Z9x3lzC/to/iuo6v+uBJFmChs9TjZYatxuEMbuTHm88Dn16kv68sWfRmd0geGV40xD29JB7YvuZZMbmJdZWLcEF7MwQ0563XJVVNtU0QHc9RSSW65Jl/YMSwzR20cjDEHN6yDdykb7uxcV0RAVOAggesHgrKCf2+wu7Vo8V2BMcjlcUJTLn4+v2V96PvrSeon07ij4yzrTVlwmGsDpjVX14sdocjFthHbBqUCZa4U0nyqG2OC/zs2aAO+z3VJTjrwiutKZUdumVpsIE2lAqzJibvd2DIFvrQP50awzrG8Em+xYWxLRS6ui9g2pt7AeA2q73iQqTc62BWwS1DuN8iBIpalgx8x2FawShe5pqw9X1EshfFmwxz+7Qz+a+e36pZabCdEUK6LaktTemgQ8SHy/CV0Po9peNeFxLVYZ4xZdfhqi9dneypyy0JCocUvPT9sk3p0mrl8lOJ8mL0HJvkv+z9OTDxSSrAQospBoXDEWrxOWdd5uW7xyezDnPj4MawLdnNL15qodz03Rm4YA8oKxpZjI9EIpj1Fdq+D8gyRCwmU9jH1RrCr833QC0rnLh0vS3YkCxi/ae7YyPu9G2W5xWxLRW58H+p1xHWxEnGKQ/CLe79GSbvkvCj3RcYYtDSO2DhioVAoBEuuD8JxxWavU+H7Ui/xyZ98COfdj9B2yhCZ9YicuIw/Nb1Fd9hiQ1CBklaui0QjYFlgW6AUxrYoHulk7D0GFfUIR+tE3Qb3d7yKpy1Ov7uHuteH7yuMCR4CXsOi7W/DJC/ViZyfQU/PBtFQa1xRit1cSGywH0dsGywr2F3cqi0ReOQ+Rt+TwCiDagihLHS9XMGer2Beu4ip1W75WRUJ5Ltg4tSV6tpzNlrcMdtSkS/Yugk5SCxKo93nB+OjhMXGlQWPfOAT982t04YtUXRbMZxQkZ99+G84cWgX37buJX4lRORiAqZngjd+t64QbnQe34odIh+xrMCfEo1gEjGwLUzIxjgWOmQxf8jmt5/6CIedWYbsCIprq3a9O7jHhYQUhWLCr/CWwr9COyFC2SSqUAStr61aV9W5QNZigdloh3xTDvj+bb/a0lCUfd97kZDyKDTCXJzsJJQPEwtbhC/YyytyZSFKkEgYcZzgYQmI57UU+RayrRT5gm0cY0CEwhN7yNxr0TM0zYu1GO1WmS5VY0bbjHlpvl08wBfG7kEJuLbHofQ0/6H/r+iy3CUKH6LK4W2x0xwJXyX+VJ3LpTbOPNGDn3uEzmctUhdruOcm8a6Ob+HdbxLKwkolkXSS6bf2U08KkVmN8qAwqGjEQbsGoyA0Lzgl6HmmAMdf3d4KXQRroJfGQDum3EAVK0i1jhTKYClUyCE2HuE3L72TvmievnAOJYaatsk1IrwwuQtfK3qSBVKhCo+2XSJllXnTA2eZOpjg/JMd+Ln9DH/GEPnqqcB/sxrFZZaYaTYY0/CumYeWQVwXFY9RSyj2J2Zos8s44pOrhglnHdxMdVnnr7gu+g2HqXS7jL/JwvRVEQHtC4Of2EXkr1+6/S5gO7KwmFlgh5rRtpciD4UQNwT1BsYYsgcsOp+c4J62SU7WBhh0MlhOhnP1bp4t7eWvRu/BfL0NI1CKwNN72vmZnqeJSQNbWYumFlccjrkANd4dfQaA4v4qM77H25wP4IddeuZT8F2gyMWykHiMRl+a2SfrdHXnmb7UjtSE/Q9c5lj7FYbcDGmrzF/OHONcpotcJk3qOQWsYJBvdnrzElu435GgMBwmOmXhFitQb6Dns8HiIOQQnW5n5EIPl2IdhCOBEvY8i3oxROqlEKGGYWwwycWkZnp/ggPpGf5F79PcF6oxu99nxo/w0xd+jsHvuIGi9FZ5r5ul4PTtV+ISCiHxGF5M2Beeod+Zp9fO8kx8D+V8ApUro/XN9yWhELn9UfK7hZ99z+f5QNslIPBFPXL6Awx/1UVrs/E7jvVE1PV+AiM7MoJpWylytAbPCwSpNZEpw9hIFxP5Xr5efBBtg7ENqibYFQhnDOkLFYwIOqSonrP50fGfx48Y/Jgm3FHhjx7+MPeHrJts6K44tFuG9z14guO7hjjzYAfO3OP0ftsn8Z1RdKG4/kWC1sqdKMdm3Rmru5PsE4NU2xXz92qkvc7fu+dFBtwsr3QMUPEd3tZ+ht3ODElVxREfumA02clHHnwr4exDRC/m0OcuBc5C2w7CPH0/2GYnE0EfGx6mVsOfy26c4lo0U1iIpTBHD1DYHSVU0CRGq9jzZZjPNVfNHsb3Ec8jPJKh/8vd+CEX7YSDS2mw6obYlTLiG5KjIbyoIne5l2+099D5ziJO27N8tXQf58vdNBJQenw/0ct5rKvTmFIZXa2+Toe3F9Lfw9xDneT3aQZDGbJ+lM9Ov4VXR/s5NFdBCqXlV/ONBrHJBn7IYbaRWHz5hvooOwujMT7XxpKRwLRL8JpKp/D296PDFo24TT2uyB5U6JAhlBXEh0YcjAV2GawadJ2o4o5mMPkCuljalF3K9lLkvo9RanHyxaY8Khccul+sEfrmScyCkl8GC3CABKDCYVRfD4X7e3j+vt0cckYCU4vRi8rcEYuURPjPvc+ie7/DxJEKc77DP1AfIHaxDQXbQ5Evbv2WSYJa0ecVEnLwu9uY+F5oG8rwuaN/wMGmItMYyumTaGMWI38axkejuceZgNgEf33/PUxU+uiVNNFLdqC4o9GmXbQB6ST1vjTia1TFQ5WqSDa3cVYEUYGd1rGRkEPm3jizb9B0P2MRPXEZU67gFwrX3m9MUPjs/EXi5y/e9tIuELZtkgf3UutL8PX793E0OsZXpg9zea6NRkIze9SmU5LEi9Vg0m+2Ir9NZuRKqPclmX1AiO3JMmjPcaneyTdG9hG65KIyU+h8YVkTkPE8wlcLGEkwU4/fyR1sH4whmFtW4FswJvhOlQQ7ufYUmfuj1BNCrdPQ6GzwK0/+OYNOhj+be4SCF+Z7UufosIs8W9zLSLmTU+owPaYd56pC+T6aKqZ2tylyZd3y6WQ87zpbYuRyji6dxB3Loj1vxU4m43mYfIHYxQi/8Rfv41f76rzjyCnuiU3wrtgp+m0hKiEUQl5XqRpNw4Ajmo77Zhj5B130PJ8k/tU6plLZ2hXX4kBjVRPX6mjHP7CLaleYmQdsqt0+bzx2jvsS43RYwXUqpk7Z+JyqJ8jqKFGpERKfsIASYc6Pk/WjXJlNE5sTRBtURzt+bxvl/gjaEfyQUE0ryv2G6ITQ96WpYEW3zNZ83TAaoxWiNcbXpM5XUF6Y1IUyplq9vsbOGqNLqv0JirtC7E7OM+DMA1Cv24RnFYkxjZupQa0eOOU3mzs0XTlzZVLnXTJtgTJOqCrxWJWiGwkWUw1v2TaMNkixjJMPU/EDH5RvND4G5YOu1dbmCN4OqGYo5kAPxXvaqaYVxSGhntS4QwUibp3+aJmeaJ7dzgwJVeeh+Cgl7bI7NENM6rwxPsK+8DRnv7eL84eSRC/1EZ3spfOFLOal0xva/c1V5AvpubdwKBjPgyUrbv/UWZxTsNqhYTwPPzMHmTn2vGphD/TxlZ9/gG/t20PvkRxhGcOyGrjikNWanHZwROOI5hcPfJ7R4S7+q/0e9p9sQ7L25q+4brqh1a7CBTrbmXokTv6Qz0f+zu+y38nTY0WacfYxfKPJao+ctvhq8TDjtRRxq4atND1Onqiqcarcz3glhVyJEJ3SiG/wO1Pk98WYP6xoJDR+e4N0e4n37jrLp156iP5PldDz2Y116pkgvdv4FkID+7kztD0Hxtdoo5u5Aneg7ByH4q4Q+T3CvYkJ9to5jBH8ik10wpA+U8TKFDClUvDQ2GFlT2UiQ9dzinJvGoCEVaE7XiQXTWG0xniN5T9oNGY+h+2GKHshfKPRGBpGIx63Dld83Q5tofwWzHTN7PDynjRX3qUZGJ7hDw5/jJTyiS3u4oN/y8anbgxviYygAVcCi8B9oQaKOf7hQx+lYTT/bvKtfP3qXrLVFMmXNvY2NnlFvgVZXUZjymXaXxXKs2n+beaHcJM1LEsjAtWqg/YUbW1FumIl3tx5nidi5/ASGp2KYlV3UEiVslBHDjD55naq3eAfLnKwO0O/XVgcjLN+iU8VD3Cu0sPnRu6lkg9jzdmoumAsQECHDEYZ7LJC1YTkuMGqGWppm0pngvnDQvjoPFHLJ+x4hG2P0XI7UrIwjcBRLaFQkFCzgSFpy67+RLH6R/+Sj9s2Kh5j7l5IHZ7lgehlHIGZUgw74xCZ9wMlXiw3TYA70D6sfaThg4Gw+HRbBQ6lpjiX6g4coaHQ8kpZFBKNoKMuIeWjMVz2Kox5Saw16nBgSx+CViKBtKUCc4rWVDpsDu4f4w3tl2lXPmFR+BimfMVnC0cZrXbwtbF91Gs2iGlWDDGEHI///fBXeDIyQkIJCjid66FwOUlbbuN3KZuryA3Lm1UW7MAb5BDQuTydf3EKnBCkE0GSiOcjvg62x1pTeOMQk0OdfOuHNP+m4xRWe41aR5hIOXrHNsk7YqVtN5NhZh5t41///J+yz5lmr1PFFUVUwotvG/UcfvOVp/AvxTnw0TnMhfOLykgsFdSzgSBeumkvVAf3UB1IMHcoRGGvZv/9Y/zX/X/KpUaal6pDnCn28dzkIKF5hWmaG1QiAb6P7zU2Tm7aD3Z3TcR2ECcY0muKnBBBXBfTluSNT5zht4Y+S1wcykbIZmMkrgrR0RLepcuLdvoNNSGtlpWOlYYHtTqiISo+w3aed6Vf4fnuQUw8gsq5+PX6TdcRJZhEjEY6TMQKVu2v1Ht5rrQHu7yN5LASmrKSjjaqezuxSw2suRKlAeEj+z5Bj6VJqQgN45PTdU7We/m959+MMxZi7ydzqNnZ4Bg8pcBSeKkIv/fvn6TrQJ4DToaoGC5e6aL9JUV4oojZ4F3H9nF2rsdWXAQJhVCuC90dmLBLozMKAk6mjNQ8pFxtRsb410w8InhhRT0FSScwo2gtWDUdDHrYulVDs3+3QkWjSCyGHu4heyjO3DHNbmeGHqtCVGzKxud8w+dMvY8PjT7J+FyS0ItxklMGmcvh12qL92b869O1F2Nq6w2smk89CfE9OQ6lpmgYxUvVIT5+6Q0UKy7VvEu8IEHkEQQmh82Q2UIbItet0MUJNSMSbp1yLraNSiWRZILcQ700Yop6Uqi1wU+lngNg1POY8hPY4y7pEQ8rW8Rr+i2MVtsr7vh1xsoijg1uKNiBAZZAWBo4SoO6luRzIxIKUT7QQX7I5rFwjobx+aPJx3jx0iCDUzsoZK8ZySWOTaMvzfzBEJgQyo9R2hM8oEY9hxPVAS5Uu/ny+CEyc3ESJ1wiMxqVyWPyheBhaAWF/GxjmJ1P8GJ5N1bU0G4VkaxDbMpHFSv4GzxGtociX6ebFMtCJeLQnmb+4S6qbYrckWAidx5vIzrtEX1+FH8mgzRPDxLXRSJhKp2KynCD3dEMGo2uW9i5ClKpbf1EvU37qi2NN9jJlbfFeesPPs+D8VGOOFUcsVEoMr7mz3Nv4C8vHmXgPwr7x65iiiWMr/FuXC3fYhUrlRpWvk61N8Sv3/fnOPhkdITPXL2fxhc7CdkgUYhOmkVntdnsiJ8Fu7n2g4SXaDR4mNQbt1To4rqYwV5yBxJ0/Owo7+g8zdtiZ2hXwXurBr5T3cOJ0hAdLxmiX3oZr964rr1txwrGqoRCNFJh/HDwXgXEpI5reehQDBVymhm/19+fRMJMvdHBP1Ti4dhFyqbBS988wPCX60Rem7jziofKuhOr2OqaioSRWJTMgSj576kSi1XZ1TbPU8lJGkbx1dJhfveVJ+FilH0fz9GVmUFn5jAN7/p507QmWPU6ZryDL3ceptFjMRTKEL2qiJ+cwMxnN/x+tociv1OWxEqXjg1QTVsUhhX1lKFz9xyO5TNZ76aYceirDeJOpCGTBc+j/Ng+CgM22Qca7N49TV8ox5RfQ8oWqhBEQWxrHBsv6tCIG+6JjTPoZFAiFLTHlO/wdOk+/vilR3AvhrFmL+PnCoEzawWJPfauAXR7gtyBJMU+i9TQHIN2lnEvxZlaP1PZBJ1TwQrcdyA61VRyyyiBzURCISQWRe/up7IrhrYF7TSjbjyDkSDaxneFco9Q7TJ8X9tFjobH2GVDVCLkdJWsL3x6+gFOTvTRP+8HJqhNyMxcFSJYnZ2IG0LPza/8bM3myr2BoI0hq6OUGiGSdW/x4XcTyqLWphnuzJJQFaoLOzlrnY6W2wzZLpS/9n1oNAhnfdRYmHzK4VzDZq4SpeI7HJ8Zwj4VI3bVoGZzQUz4cqWwjQEJrqsdiIdqdDt5ep1s8PdmLsNGc1cocrEdVCpB5Z4+Jv9plXS8QlppuiIl/t3QZ+ix6owcjHOm1s+vdv1dEhc76X4+hp2vUv6ZLP/zvj8gIYawKM55Ds9UB3BnLPyRy9tv4t6AiYaptds02n2ejJ4jrTy0UYz5Lp/MPsKnTh/j8H/KweR5vEJhZbuLZnRR9vFdzB1RJB6Z4af3PMMjkRHucRzO1MN8fvooZiRG6oVJpFRB5/KLZpXg4IAtVOTRCLozxfhbU+z/gXPsimY5Eh2nrF0u19pJ2RXujVwhpmr0Wnmi4jFsLxRgcwFoGMOcjnDya/vpfkETuTCDceyms36brMSbpsT6vYPU2h2Szyv06AoUuVI064JRNRZVY3Gh3s18KUIqlw1i8JczRbkhEsM5/vGu79ChyuS0hXYN9aRFJBy66f2rZqN2vjfap0VhajWM55F4aZLwbDuVbpfCrgS5SIIvJnuIj8GeT49gSmW8Yum2JrSgoqaDSTa4NzXBI5ER9tr1IIGxVNqUTNG7QpEvRWvBVppD6Wl2Rebpseq0qxDaLgLjxIdz5EMJtB3BrkR4vPsFhu1gEPrG8Ln8Mb5w5Qixqxtfpe6OaG7pTMimEVFgeZS1Q1h8EgIj9W4+f+kIMhqBubFbTs7rLrlQ6+bAMLXOCJl7Ff6BMm/svsyx8CgdqkbN2JyuDHDyah+RGUGKZUy5EqxWFtKdt/jhZ3o7mLs/RXGPz+PtIww6cxwITVEyIXaFMsRUjQNOhrAYEqJwROGKjSVqMaTOEiEsHvUuj/yQQ+xyFJm0mg7OLb29azSd0XaxjlESOO5X8rF6A7tYx6pGqRqLgg4zUU9TqzmBaWy59HzbBsfGdTzSVhlXgrlh1QSn6CP1W4QsbgduFROPjylVsGeLRIwBCeOFhXpciE356HwBU28EDvRblTRWFlZHG7orTTRZZY87Q9U4jHoGqxaExLIJDvG7Q5GbILXfKTbQV6JkLMM/P/g1DjgV2lRQ5a5daaJOid9/4KOU7r+2ethtF6kai7L2KRv44y++mQO/PwszZzfLXLcmFir9eQmXSpcgjuZkbYDdoRnaQ3k+m3mA9B8miF0ponMrWIkrC6uzA5NOcOYnEzx07ALv736eJyJjJJqKLqdh1DP8xaX7af+rCMmRMv5s5lpIadNGvdXMPJKm/8cv8g87zvKT6ZM4WM34eR/tzgKgWMhs1c1/Dbq50tZoHIQeq84vvfkzvPjQMMfnHqLjohPY3bdRLQ7TqCMvnSVkqWv2+9dBz88j1SrhTIo5P86kl+KF+UH8bDAvbtpRiaDiMXQsQixUIaEqxFSQRBeeEWKnp9Bz2Q24uw1gIcHOGIwGPzOH5PNYYxZxy0LcwCxnqjV0rRZU00wkAj9L07e0NKRWhRyqR3ZRGAzxlqEXeV/8NT5TOsjLxUHceYOpbk6S1F2hyI02mIaH+IaFPWNa1UipEI5Y+EajUIQFBu0GvqkTVRYWAtj4GM55cUbq3bgZgatT6LUmN2w2xiAaEEPCqhCWBhaCEt2MCbdwOtuDgdm0n4ptB6uMrg6MG0LHQ2jHIt8VopZQpIfneGvHazzgXmXIji+WCn6lHuNrxcNkx5PsmWzgzFfwt+FpL9qBLrdIu10kLu5iWYZgtQ1l3WBGGyb9GH9TOEpZh3DExxKNIz5RVeft8VN0Kc0BdxJHPL508CHCc/uJn5zCuzi6tTd4A6ZRx6xiQWy0QRoNxIeqcShpl4rnIEYw8SiqGsefzy3uSMWykEgEP+oQsfPEVI2FqkWVLkPpnh5iZwRTqVxrYxuOi0VucPCbug5KOIhC6nWU5wU5As3EMtHNQ0aMuXm3aVnU2m2qnULaDubXuUoPr8734ZQXDrHZ+C3cXaHI0T66XEY1/KCYjeMRFh+7ae+0ROFiozFE5HpbnodPQzf47fGneO78bvrP+/gLNrHNYg0xpsb3MdpglRq4WUPBCI+4V0krRVQ5HI5Ncfz++wjNR0n0DeMUfKLnZkFrdDpOrT3C5XeG8HrqHN17ld2xDEei43TZBY66E/RYirA4i6YGjeY/nP9+Sp/vZfdrdcLPnA0edttwsqo6TFSSzMWvrwdSMXXGPM25Rid/NPU4L1weZPcHFc5sGRO2MbbCizmUux3O/6tuPtD9FY44JR4IVdj9o7/DuR/q5b/91g/S+cHL2/K+V4qo5rm3Gqa9JPNejKpnY2xN6WA74VQE9Wr1mrnMdfH7OyjvivJA/CzDdpmGAR/hJ97zNC8/OcD53z9E91+WF00PplK93vG6tPb9dpPdQn9MoNT9Jcf9mbpGNxN6lns4Sdhl7pBF9WCVTqfIqBfhsxfuQ5+JM3S1smkPtLtDkcM1YVkG2/JRy7zlxgqIvtGMenUm/RinpntxxkK48/XtbRu/AVVrECpqTO3afSkU/aF5qgMN6kkLL2rhlCy8WA+iDfW4opZUyO4i+7vmeVfXSQ6EJjngzJNWClccLBFm/Bo5bXGu0cVYvYPxS50MXvYIT5Y2/2G3CtyC4ex4DyHl83B0hKp2mPGTZP0oI5UuRsvtvDg6iD0axj03ij89i4RdlG1jJ+PYpTa+Pb6b/ZGjvC/xMkN2KFDm9nn+S1qw0ml0ubz2lPQtxmiDaI1dNbxaGsAzFslQjUyqRnZfnHBbnJR1AKtcR0pVCDkUdscp9Vn0ujnCIoBBG0O7XaQzVOKsA2JbGC3L159ZiO7YLNaaZHhjWOlC7aeFv93QhjgO9XZNZ2eBhrG40OimOhshPSnYhRp6kx5ad48iB4ytMFGfZLhGA6FmvMDMsMxRcA3jUzZ1fvnKe3lubJDUF2MMfScDU7Obbxtfy5e9MODGp0hV68wd7ue1RgfD9jwHlfC+2CWOvv3/o2psStqlgUXBj+CjcMQjLA12O3PExKNdBQ4/RQhLhCm/RkFb/M7MUzw3M0jpb7rp+2aJe2ZmYSaDqda29cMu9fQ5Uic7mbp/Dz/x6P+Km1G0vaZxSj7uTBVV9zlUyiHVGfyp6WZVzUaw+iyWsHJ5kh86xB8NvovLP9XOL3V/laoxlLSi0qOpvHEf0XOzeCOXtvpW14b20TVN8mKVz//Nw1hDJf7tA39FdLBG+ZhLwY/waqmf0WI7Z18ODqduP5zhUDrDexMvkVJhEmgKus5np+/n5MV++uZMcKJXrd508C3zkN/EMaOiUcSx0aXKnZeJWG5+Ng/wNqkE+x8c4xeGv8DHZh/n01eP0vMNRcc3xjbVb3BXKXJp+Ki8zcR8ki8WjzAcmmGfkyEqPummslo447NhfGpGM1VJ0MiGcQsayZfQ29n7vgymWoN8gVAenivvoR6x2OvkSKowb3AXHlyN5s+NMfHh635rGJ+G8TlTb2Ok3s13poaZvZJm13kf64XXggqU28jRdyv8uSxSKJKMhSh3J4jOaFIn55FiGX9yGuP76BvvY4mzVpcgeimPVY/z9fG9fCo6TsNY1LQDApVOm9B8AqvQhSmVVh67vZ0wBqtYIzoZpZB0iaoaQ/Ycw3aFBnA0PMbZRC+/nU/ieRaP9VziQGSaTquBwqGoG+S0YXS+DWcyRKjogR9Uo8T3A3vyVqLU9Sf/rDNiWaiuTurdCQ4krrDXyTNRSTKVSbFrzkfPZNDVzdux3VWKnPOXOfR7/eiYyyd73kmp2yb/7hK7O+d4b+8rDIYy7LYzRFWdsrbJmxj5ahjxhGK/BY/tInlqHs6Ut6ctbxl0vYHkCnS9WOGPP/42PvZAgWOP/g7tyiZC4A+48VDq5Qhs4ZqcrvMvn30/7stROk56HL6YR6Yy16Xyb3uaDix1+hK7JlLBgcmFIrrhrSgZyjTqyMhlwlccQv9+F59IvgsvYqMdIXqPYuYNmty+BE4xQc/zFdRXX9ykG1tf5Oo0/V+zmaol+NpDh3kwPsqwfZ6oCMN2nh6ryL6jUzSMTUJVCItHTBQVU+cTxf2cKA5hPZ1m39ezqMkM/nz2+jC9ZRttVkDd4EOodan5cN2gNlRbG5d/ZIjiXo+fTL5Gw8DJM4OkX7aJXs7gL5c8tIHcVYpcl0rw2gji2EQvxYkMdJM9lOZc1eZvnIP0R/LsjcwQt6qEpY5GIWIwYZ96wqKaVsSjoWCg+WyfxI/b0Swc5WRKpEZcpttj/O3R3XTYRdKqjIXBkToWBld8wqLpt11sbq6nUTUeBSPoqTDp8z6xs3PokcvojSx8tVEYgy4U0EsPmFgFulyGMvBiDiVCJJFAohGKfXsp94MXN/hhqCccIk4oUF7b2Ny0HKZSxZrOEpmN8ep8HxphX2iahKoGZZ3RHA3lUUChGQvtiE3DaE4Uhzg+NUR83EdGJ/DL5c2rr7MSNvi7EDdEaZema2ieXjsHgJO1iE35SLG86XK4qxQ5sLga07kCqt5g/x8ZTMQhHxskawuvRCy8iGLyMbD6Krx9/2sc2/tN/m/3XYiOBBUP06mdtWU2Bq5M0l6ukjqd4MNP/z10SPDCgrYFLwJeWKj0GBrdDX7ne/8HD7tzhJtmJksE3xhea9icqfURG1MkT2dgdm5l6fx3O8bgF0tIpUrvl8bpOh5n/miSwpDgRRVq/zAyn8ebml58/05AV6owk6HtWYt8rYdnO/r468PH8JM+g8Oz7E5m+KX+L9BvWVgqWGErFHPa4+kvPEjvtz1ip8bxC4WVR2cYsyPMc7dDnBA6neChh87zvw18mQN2kSnfITECqe9cQc/Nb3qf7j5FDsFgadTxG3U4WQiK2hiNBbiRCCqZoNi3j4ITpudInnfHzvLf29/EfCpMI24RjYahUQ9WZDsEv1hCajW4OknkFR3UG0nEg9rSiSheKkL2YJRiJcS0l6AcymChUWIoa03VGEbqg5yt9hHKBZURdaW6Y5TShqMD+7k3egUZtwntOYZ2LOpxod6TIORrmJ7dtpE8y6L9IMRwaobkCz6x7jQQp9buMKY6yHWGOdfVgcXsokMcoGRs4mMQOzGGns/ueMW8KkSQkIOJOBxNjvOo2+CKBxcaXYSzBn9q5tYHc2wgd4civzFGdfGcS4LXlmyzdDXI1lI+YCCsGrQrm1859Be8truf3wr/HZTXR/xcBLK5Teu/iscRkSCsby3bwuZOZAFTrSG+HyRz5PLY0kdxV4zKgIdGkdU2YcunqjW/NvUUr+W7GZnoxGRD7B2poeezO87xu4DY1w6HNktigtfl2s0jwWYesHjn9x3n5bkBRmfTJL/aTfeVicXzZneKjwVjFlfmKl+kez4dlH9+Nko9leDfHP3nVPo9fuedH+XN4QI5XWfSa0PVWTxE5LsJCYWQ/h7KPRFSdplxr8bbn/55omddhk9mNrb+/m3Y2Yp8icIOamAsOaR4gRuFqn2MF2SBih9kQLri8FSkxlORi/x2X5lqOkY04mzOPTQR2w7ODbyTWh5LS2tqH1PzMcpChTSIUE8bnFQNhaZqLOrGo6Atnp/dxeRkmtCVEG5WcOby2zbZZ0VYFhJ2g1ryOsj2XddVowj1Tp9/2vFNTsSGONXRz+fOPRa0S3BAx42p3NuaZkId5TJks4hl4bgubjKBqg+Sm3O4+tY2rEiRqoGycYNs4jutI7LDjsiDIFrF74hTSyvC0iCnHeKnXXqOV2F6bsvuZ+cochFUJIJEI0GYk+chIQeJNusizC+xSy0Ub4Ig9faG1ZHxfVIXPcS3ufg9Xai2c4sFk+pzYdJny1jTuTuvr7xSjEEXS4t9WxW3Okig+bo9NMDU2wcoDMN733acY7HLvClyCQV8vnSQE8Uhct/oofeiJj5Wxc5XkcuTKx+Q22EyNu9VuW6gwLs6aPSmsMp1rLliUNQrM7cuWXbG96HeQOrCjJ9gX2iae92r/HnnI0g4jCRieN1JrLkS/rmRdZWNWBZWPHnrXdt6nLS1kABTq2G8KF5M4cWCP1VNMCMUGqsRjNk7MiNIc+G11eNnFchAL2d/OsT+3VfZG5rmbKOb+BWNe25qzY719eB1FbmIDAJ/CPQQ6MUPGmP+HxFpB/4U2A1cAn7YGLMxVn5lBSaCaARJJoKVVrWGuCFMPBKkHC+0vGBSaR4csWx2j+/jZqrEwhGy9chieJ7GoKoKO1PE3MbRWTVlTnKcOlVAGGAPQ3KAhqnzCs8A3CciX2IVMrmj1dttwgt1Os78EUNkd4Gf6fwqe+wwEGHWr/BqaYAXZwdIX9CkXs0il8dXVCXx5vaFqi6tu0xW1wcVbHvDYfxUlGpXCCevcD2NMiaQkazDYRBNRSc6qFPSb+fYawOxYGGhk1GqXWEiftBmVRduKRfggIicY6XzRwm4LlIuL79rWxgHd/pwXXBIGo3vCLqpJbQxWAKWBAdxr3XMLs4fP4izXiqTMgVWJZPNRFnoVJTvf+AlfrT9GQBO1QZwsz7+5NSmFMe6FStZkXvA/2GMeUFEEsDzzQn5z4CvGGN+VUR+AfgF4P9cz86JbYNl4T9yD5n7IpT7ob67RuRMmIGvlrEKVdRMdtkKY4vF3JexVYptk98TI79b8Xj02jhRCIeOXebcTw3T//UOwp95dvl+IRzgfpLShmcaPMtXaDc9THCJdrqZY/pV4CtsgEyudUIWdx6LW3nfDx5qohDHDsLlhuN87xOv8mT6LD2WQhOUJXihOsjnvv4G4pcU/afnkYnptTk3m+/fUpk05RCsJOuoXJnwtI2drSJTmaD29O1im1eB1daGJOP47Q0eCE02Sxq4dHblyT0+SHi2QfzkNKZQwtf+beUCFIwxB1Y8f3yNWYgQWQ7tr98OSQRTqZK8UMKoGDk/ihIhjBCT+sqOlLvVpRdkotrx8HlWf4kOexfjjfNYOHimsXKZbBIqFsMc3k1+f5xsI8IzlX18LXOAc5ku+ubrW14k7HUzRYwxE8aYF5r/LwCngQHgfcBHm2/7KPAD6947UYhtU9gdZv4hj+E3jfHfnvgY8nCOSo+LH3cxlcq1mhfGXPvRzbje5YRrWVQ6hHKvpsfJX3tZFD/Qe4Kjj50nP3zrZ5wrEZLSBoAtDlES1Kgwwzh9DC+8bWNksoSg+JEEtllLXVPilgrMTvEYlQ6Ln+l5mh9PTJJSEXwTVP07Xe2n7aTQc7yEXJ7Ez8zd0a5gK2USOCBVs8hRHSlXsbNVVK6Inp8Pdhm3GgurbSseQ7clcGN1huwobVYURyz643nyw0FdG+/iKP7MDHB7uQCZ5mVXJBejNbr6Og/bdVQmxvOwp7JEZzzKOoSF4CA44i0eTLEWFmViDLY4xKwUdakyw1UcFovabfj8WQ0SCVPeFaPcpaj6Dpeqnbx6tZ/ypSRWaQP8SSKreliuykYuIruBB4HvAD3GmInmnyYJTC8rR1nYQwMYN4QZn0IXi9c76wgqi0k4TD0hRDvK9MdyRFWNH9p3gs/+xL1Ml8PUcweJXnQY/osZJFvAn5ld/unYXMGqsItqSzP/gM+b7j/LE9FzsCQ5ptvOsyeW4Vz4wIpuo2JKFMiSop06NVyJNA3za5DJaliwZWoTpETroGSm2Aoch9pD+xn5x8LeoasM2g0WvuqiafC14v18Y2YfiSsezuVZ/PWMl1cWFV3YPJmIIAu+k3ojqJtSraJmfUyjEezqRK2L41Fsmyt/f4ja4wXef+Sbi34VgIvz7XS8WidypXDLWj03jhWCugmwCrmocBh9/4GgPPHJUfz5DbI8LMwfpdBLjnJTIlg0C2Ap644Tbyq6QMHMkZQ0dWpEWKxYubHzZ7X0dDL2HkO6d457EpNM1pJEno2RGvGQqbmVXWM1FSBX+WBYsSIXkTjwSeADxpi8LHlaGGOMiCzbsoi8H3g/QJjotdcdG683jRd1cLN5KBav/5xlBavKsEsjJnQni3S7BcLS4MfSz/Jz7c+igZI2/NzFf0D5eD9hpZD5bPOEkyWhiHDNDBEJYxJR9u6f5N8PfI5+y2KpIm+3igyG59ArCFrxjMfLfJtDHMMWZ0FZrVkmq2axPsgN17cUub0hvvjUb7DHDqOIAEEafkkbXi30MzbTxr7xAt7V8bWtJpbbwovgK83L/ibJZMG85IaC7xUQ3w9KqOaLwSrdcRAaGG8dTA6WReXRIq+86SPNzNhrvpVCPsKuU5OYYmnZdtZrrEjYJb8/RiMi9IzGYKMU+ULfbAsUqGaHF2rdG2lGipm1yzWQybc4KA9g6euNA5syf1ZBoy3C+x5+kScTZynpEJcr7XSdqOI8dw6/tMKFkAS75o1IGF+RIhcRh0CJf8wY86nmy1Mi0meMmRCRPmB6uc8aYz4IfBAgKe3Xvhjfx746h+3YQcTGDYPBaIN3cJD8vgilPT4PJ+bYF55m0KoRbp5YA+BaPj/ce5xf+an30KjEkcIDiBakGSeuPAkmjQEEvLjGRH3+7cDnaVc0T465RlpV6XfmMa8jGW00L/NtehmiWwYACOFSM5UFma1eJnfCglK7Zy8TT7aTPdYgIea6qo++0Yx4KV74+iGSF0BlZtZeZnOZz6mhfp6tfYHO9BP0XmpDV6sbK5PmaS+mVgfLWlyRy55BSvtTFAZs8vs1qi7YZSF+xdD9hYuYUnl1Tl0RrMP7qfckaE/mqRqPqCgs4P/KHOGPzz5M8ngYk8sveyDJrcaKR8NZrVx0pUr6VB7jWJhcfrmPrB++D/kiTjFF7cYJITSdq2vTSosykWG6ZRcYQwh38cSmTZ8/t8Ae6GfuzUNkDyh+LHYZRzw+dvXNnLvazcFsrVmWYIW+F6ObpT/Wv8sriVoR4MPAaWPMby7506eBfwr8avPfv1xxqyKBoh67svzfm7WLC3sizDwMnbvnOBCd5mBokj47ftPb/0lyln/y5j8EWDwIoWzq1Ixm3LOpo6gaBwvNfaEacQkOnNCEb1LkCfEYsOfRzq2FbYzhFM8RI8GwHFx8vYt+Jlg8PWZ1MrlTmg7O4r4U6t2zfF/vKCkVuqlg1oV6D7u+XCf80uV13ZYbY3i59LeY+7twnnwK+X9PQ7W68TJZsItLECtufJ/qYJLJRy3SD8zw5ft+nxntcqI6zG+dfBv+ix1YMxYUSyuOYBHLorSvjdwem73xMWpG4+DjiMX/PPcG2v8kRvxCDj9/s2K93VgZ5WxH89cVy8XUapgTp4C1qtCVY3wfk8tjFbto6GvzxMIEK3JLYXy16kigazJJBjJpKrZgrIwtvG1z588t8HvbmHybz8DgNA+FLzPupTh7vo/oJQdrfhZvNTXpN9AZupIV+ZuAHwdeEZETzdd+kUCBf1xEfhIYBX54xa0unJt3K5rmkMh0g/hFl5lkinMd3ex1p7kWZ7g8VtMGFRYbC58eqxEUcTWBwJc4U1DNSve+0XyuHOf58h4+NfIA5YtJBl649eDMkWGSy8RJ8Yz5EgD7uY9hDi2G2gFZViOTtdA8RV1FwtQf3MfE42HK++r8s6FXuS9yZfEh5RvNJa/Mr029g69f3sfwbAVTLi97yO5ayZFhcuYlIi/0cfX4rzNRqLLPHNkYmSyYy5oTQ7kuEouC1og2ZPc6DD86xlu6zjXLF9cgPMr373uVT/zzRwlPp+h6cQCr6qN8g1XxsF4bQ5fLQf6BSHAUniiw7SCs0JHgRJ1yguO1Dj46+SZeujpA+Jk48Qs5rJnssnkHtxsro5xNNkPtVjd/NhFjDOIbatqmbHx8YyjoJEYFY088b9XBQNfJRP81cE0mVxhh28hEWfjxEAODGR7vvkhCPEraJXzVITGmMZUby0JvHa+ryI0x34Bbnu3x1Jpbfp2nkyghfDVPp0lSa3c519/FkXg7r6fIIVDmFsFJN3HFdceVLVT9W7pS9fD54+nH+M7ZPez6jE3/Xxy/rRMnLZ28nb+/7N/ewFv4svmzV40xb3/djt4JC87baBRJJxl/Isxv/cSHGLRz7HfcphIP7lVjOFHr5+m/PUZ8VJCJ8/il0rp2Z1EmuSU20+aoWXeZLNoam9+R62LiTVupMeQPaL5+6BO44uBIlDZglw0Pdj/PL/zAt/hEcT+/2vl3sUsWVlUI5WBgNo0iqGqHZUHIwdgWJhKcZ6odQXxDphDjm4WDvPLXh9j76SxqagRvcgrvFuP5dmMFw1ljzMPrIpONwJjAma41FR2ioA11o8jrMMYCImGo1VZ9GPXtZBI1CfJmbmWRBhtJ82FeTzr8w8HneSJ6jnbLoqDDJC8a0meKgT9km7BtMzuN7yPZAq4IHa/azFd7+d2ubj7U9z08PHSZfzfwOdJK02lFlj3CrdbMQnPFXlylL422zOkKDaPJaUNWhzg+MkzyhEv0SmFHlCO1dw9RH2onOxwmv1cIHZtnwM6TVhqF0DA+RV3jW7V2fvnM32V2IkXPy4bodAM2ciWxGbG0C7bGZnumWkXy19YayXOK9535Yd7afZYPtJ/AEWvxAe6Kzb3uFQ4eHSNTjjE3H6Natqmn+1CNviD5RcBYwX3YJcGqQ3RSk7jqU38uwZ+OPUHvaR+VyWNKm1+ydNOQZnirUtji4wq4oklbZSqdgh7qQfl+UKv+LkNCIaz2NmpJRY+TJSoerzUcTpYHCM/7WHNF/G1ULGx7KvLmxPAmJmFikvhpIb6Qdq+E0z/9Bp7+mfMcdsd5SAq4YuNgLSp0D5+crmOJLDpFraZzyjcaD58pX5PVIc7Ve7lSbydxPMLAJ0bQ+cLtjD5bT3MlXjrSzcRjNl2PTPH5e/6QmBLi4uBIYBev6CrjvvDh8Sdp/48u3ePji5XZ/J2ueG7ovy4UYCE9WoS+v02Tn+7jw+/o4cfe/RxppYmqoARrVIV4zNV85tCnueJV+IPsoygMP5h6gS7l4YhgBXEuFLTh9+cf54X5QWb/YJj4K5PEn6sHxaKKJbzq9tlabxRiWRhLiFgNYs0gg5pVpDygmb8nTsd8EmYzr3+hHYaKhPF7O6i2K/Y5M8SU5suF/TyXGSJ6pYh/dSJwdG4Ttqciv5Elx3AhQupCg9/4+ruRiE80XkMpjdWMVFoasWQpQ8QJQnWrno2vBa0V2gjVmoPvK/yKDTXF8IUGplTGbPOKf1Z3F6QSZPc5yKEC/fEcx2sD7HZmOeL4FLVHyWheqHXz38ffzCunh7hnfhaTL3x31BY3BskViV0Jk34pznva/wWWpbGUJmT7JMNV9iYyfKDny/jYDITmsZqP7inf4S/zD3Kl2sYrmT7y5TDVqRh2XjF0uRZspRdi1bfDauwGX8GGtaFUs+RxcA5uydg4BSE85yPV+s3v3+g+bQad7cy+IUlhnyYqHjN+iE+NH+PSpW7uKa9P3Z71ZGco8qUYg/vFFzj81SDy5KbsJxVkNdKeBtvCWC6iNfFMdnESLh4Mu7SQVr2+rbZKt8Lf00v2QIziY2V++6GP853SPv7g6pv4no4L7G57gYwvvNbo5XfH3sLMnw4xfMXDXJ3cOYdkrAPe1XGYmKLneQv5aDMhQClUMoHf38ELDw3w5/8yw32RK9zrXsHCkNVhXqkO8j++9GYSlxR9X5mh7fLFpp1Yo+sN/O1kcmsemQa8vlJZTSLKdZ8LIqF8W6GaC6SC0Ux6KaITEDubQS+EQC7N11jwX2wjRbcqRKgNt1N/b5Y3916hwzK8VO5h4lsDdF4yMJ+/9YN8i4rI7TxFDtfKbt4CsW2UBKnrSimM1kGMb72xI+zft0MV60TmXPxciFPVARrGYnd8joax+FJ5iPFGmlcKA5y90sPQmEd4qnyt7sx3E82DIK7L6PR9LMcmORrmw899D6FYnbAb7MC0Ecoll/RZIT7uwWw2ODpwu2LMtaijFZ3MswaDodGYhoedr/InJx/m1GAvnrHIVKLEpjRSKGEajWt9EAk+o5ep/LFJZ3XeKWLbqHiMUtrmYMcMh2OT1I2hpF2UR/Mcg9vIslXGdv0wnoefuSFtdqeuDpYiglweJzYbIbVvH/9z8GEe7Rnlxzq+xRfyD/Brp99JIRfBHndpH4HoN06iy+XtYQbYBuhyGT06hnt1knueiQSr1IUqmc0SB0EBNh0cELAdWZoWv1KFeAdJX7pcRl0c48Cv76YQH0C7FmED7smLeDOZ6/uw0M6CJ3rJ6lRsBxWLYOqNbb07VPEY9PdQHLD4ib5vsNuep2yEOT+21V27LXelIgfuDsV9I83kF4DYhM/U6Q6+MB/jtf5uRmfa4FKMcEGIzBji4x66Um0p8RtZOAYwu30cVdua5pizZnOE8g7GDUxVplx5/QfJ0jloNMbX18ya2xVtwNfYFcPXCofJRK7wSPgy7VaJSr+HeDYd6SSqUg0eSNtEz9y9ivwuRddqUKuR/KtTpL4WCc7kdB0O1OYw1YnmkW8NaDTQO+WEmhYrZyWr8KV+o3VQNMbz8MYng+qaC6+tsva28TzM0sJ42xRTr6PyRZIXU/zZ3z7G53fn+ZMHP8wTkRF+7skv88WpI5Rf7iOqFOry1aAa5TagpcjXg8301Dfb0MUilMqL9ci1r7cuKmWdFUeLO2Rpsbj1Qt9cnG3V7ICxYXyNqdcJZWvEL7mUGyn+U/d7cC2PS4V2Lk+1s6fsI56/9jpFG0BLkd8pzSPoWKgVvVksCclcl8p+a2EhcsKygnKxvr9tVijf9bzeeFhLdMV6R2Rsw1BF06jjz80jxRIDF2OI45D9UFBPPuprDjdm0Jk5/Hp9W5ktW4r8ThG1GGu7ZedXbuVEEIUs3P82mpAt1pn1XuHDtZDI7YYxmFrtWsbq5NZ2ZyWI2cTJJyIzQAmY3bRGN5ZOlr+XYWNM10oucBfKBJaXS0smdyATuCvl0pLJzaxJp2yqIgcQkee2daGgVbBe93I3yQTW535aMtnY62wHWjK5mbXey+ue2dmiRYsWLbY3LUXeokWLFjucrVDkH9yCNjeK9bqXu0kmsD7305LJxl5nO9CSyc2s6V423UbeokWLFi3Wl5ZppUWLFi12OJumyEXk3SLymoicF5Ff2Kx21wsRGRSRvxGRUyJyUkR+vvn6L4vIVRE50fx5zyqvu2Pl0pLJzbRksjwbIZeWTJZgjNnwH4LDIy8Ae4EQ8BJwZDPaXsd76AMeav4/AZwFjgC/DPzr70a5tGTSkslWyaUlk+t/NmtF/kbgvDFmxBhTB/4EeN8mtb0uGGMmjDEvNP9fAE4DA3d42R0tl5ZMbqYlk+XZALm0ZLKEzVLkA8DYkt+vcOeDe8sQkd3Ag8B3mi/9rIi8LCIfEZG2VVzqrpFLSyY305LJ8qyTXFoyWULL2blKRCQOfBL4gDEmD/wOsA84BkwA/3nrerc1tGRyMy2ZLE9LLjezHjLZLEV+FRhc8vuu5ms7ChFxCAT+MWPMpwCMMVPGGN8Yo4EPEWz5VsqOl0tLJjfTksnyrLNcWjJZwmYp8uPAARHZIyIh4EeAT29S2+uCiAjwYeC0MeY3l7zet+RtPwi8uorL7mi5tGRyMy2ZLM8GyKUlkyVsShlbY4wnIj8LfJHA2/wRY8zJzWh7HXkT8OPAKyJyovnaLwL/SESOAQa4BPwvK73gXSCXlkxupiWT5VlXubRkcj2tzM4WLVq02OG0nJ0tWrRoscNpKfIWLVq02OG0FHmLFi1a7HBairxFixYtdjgtRd6iRYsWO5yWIm/RokWLHU5Lkbdo0aLFDqelyFu0aNFih/P/A6FZ1NQroePbAAAAAElFTkSuQmCC","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 90%|█████████ | 90/100 [13:59<01:31,  9.19s/it, generator loss:=0.854, discriminator loss:=0.633]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 99%|█████████▉| 99/100 [15:23<00:09,  9.29s/it, generator loss:=0.866, discriminator loss:=0.629]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["100%|██████████| 100/100 [15:32<00:00,  9.33s/it, generator loss:=0.865, discriminator loss:=0.629]\n"]}],"source":["train_gan(dataloaders, models, optimizers, loss_fn, epochs, plot_every, device)"]},{"cell_type":"markdown","metadata":{"id":"L-wH0b7pT0CI"},"source":["## DCGAN\n","\n","**Deep Convolutional GAN** is pretty obvious idea of using convolutional layers for generator and discriminator. The main difference here is using **Conv2DTranspose** layer in the generator."]},{"cell_type":"markdown","metadata":{},"source":["<img src=\"images/dcgan_generator.png\" width=\"60%\"/>\n","\n","> Image from [this tutorial](https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html)"]},{"cell_type":"code","execution_count":286,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:56.987037Z","iopub.status.busy":"2022-04-10T01:35:56.986233Z","iopub.status.idle":"2022-04-10T01:35:56.998780Z","shell.execute_reply":"2022-04-10T01:35:56.998137Z","shell.execute_reply.started":"2022-04-10T01:35:56.986989Z"},"trusted":true},"outputs":[],"source":["class DCGenerator(nn.Module):\n","    def __init__(self):\n","        super().__init__()\n","        self.conv1 = nn.ConvTranspose2d(100, 256, kernel_size=(3, 3), stride=(2, 2), bias=False)\n","        self.bn1 = nn.BatchNorm2d(256)\n","        self.conv2 = nn.ConvTranspose2d(256, 128, kernel_size=(3, 3), stride=(2, 2), bias=False)\n","        self.bn2 = nn.BatchNorm2d(128)\n","        self.conv3 = nn.ConvTranspose2d(128, 64, kernel_size=(3, 3), stride=(2, 2), bias=False)\n","        self.bn3 = nn.BatchNorm2d(64)\n","        self.conv4 = nn.ConvTranspose2d(64, 1, kernel_size=(3, 3), stride=(2, 2), padding=(2, 2), output_padding=(1, 1), bias=False)\n","        self.tanh = nn.Tanh()\n","        self.relu = nn.ReLU()\n","\n","    def forward(self, input):\n","        hidden1 = self.relu(self.bn1(self.conv1(input)))\n","        hidden2 = self.relu(self.bn2(self.conv2(hidden1)))\n","        hidden3 = self.relu(self.bn3(self.conv3(hidden2)))\n","        generated = self.tanh(self.conv4(hidden3)).view(input.shape[0], 1, 28, 28)\n","        return generated"]},{"cell_type":"code","execution_count":287,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:57.000335Z","iopub.status.busy":"2022-04-10T01:35:57.000077Z","iopub.status.idle":"2022-04-10T01:35:57.012130Z","shell.execute_reply":"2022-04-10T01:35:57.011312Z","shell.execute_reply.started":"2022-04-10T01:35:57.000299Z"},"trusted":true},"outputs":[],"source":["class DCDiscriminator(nn.Module):\n","    def __init__(self):\n","        super().__init__()\n","        self.conv1 = nn.Conv2d(1, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n","        self.conv2 = nn.Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n","        self.bn2 = nn.BatchNorm2d(128)\n","        self.conv3 = nn.Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n","        self.bn3 = nn.BatchNorm2d(256)\n","        self.conv4 = nn.Conv2d(256, 1, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n","        self.leaky_relu = nn.LeakyReLU(0.2)\n","        self.sigmoid = nn.Sigmoid()\n","\n","    def forward(self, input):\n","        hidden1 = self.leaky_relu(self.conv1(input))\n","        hidden2 = self.leaky_relu(self.bn2(self.conv2(hidden1)))\n","        hidden3 = self.leaky_relu(self.bn3(self.conv3(hidden2)))\n","        classified = self.sigmoid(self.conv4(hidden3)).view(input.shape[0], -1)\n","        return classified"]},{"cell_type":"markdown","metadata":{},"source":["Weights initialization from [DCGAN](https://arxiv.org/pdf/1511.06434.pdf) paper."]},{"cell_type":"code","execution_count":288,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:57.014809Z","iopub.status.busy":"2022-04-10T01:35:57.014104Z","iopub.status.idle":"2022-04-10T01:35:57.022445Z","shell.execute_reply":"2022-04-10T01:35:57.021645Z","shell.execute_reply.started":"2022-04-10T01:35:57.014753Z"},"trusted":true},"outputs":[],"source":["def weights_init(model):\n","    classname = model.__class__.__name__\n","    if classname.find('Conv') != -1:\n","        nn.init.normal_(model.weight.data, 0.0, 0.02)\n","    elif classname.find('BatchNorm') != -1:\n","        nn.init.normal_(model.weight.data, 1.0, 0.02)\n","        nn.init.constant_(model.bias.data, 0)"]},{"cell_type":"code","execution_count":289,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:57.024139Z","iopub.status.busy":"2022-04-10T01:35:57.023769Z","iopub.status.idle":"2022-04-10T01:35:57.031121Z","shell.execute_reply":"2022-04-10T01:35:57.030266Z","shell.execute_reply.started":"2022-04-10T01:35:57.024103Z"},"trusted":true},"outputs":[],"source":["transform = transforms.Compose([\n","                                transforms.ToTensor(),\n","])"]},{"cell_type":"code","execution_count":290,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:57.033229Z","iopub.status.busy":"2022-04-10T01:35:57.032411Z","iopub.status.idle":"2022-04-10T01:35:57.070751Z","shell.execute_reply":"2022-04-10T01:35:57.070031Z","shell.execute_reply.started":"2022-04-10T01:35:57.033162Z"},"trusted":true},"outputs":[],"source":["train_dataset, test_dataset = mnist(train_size, transform)\n","train_dataloader = torch.utils.data.DataLoader(train_dataset, drop_last=True, batch_size=batch_size, shuffle=True)\n","dataloaders = (train_dataloader, )"]},{"cell_type":"code","execution_count":291,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:57.072273Z","iopub.status.busy":"2022-04-10T01:35:57.071962Z","iopub.status.idle":"2022-04-10T01:35:57.095673Z","shell.execute_reply":"2022-04-10T01:35:57.095017Z","shell.execute_reply.started":"2022-04-10T01:35:57.072237Z"},"trusted":true},"outputs":[],"source":["generator = DCGenerator().to(device)\n","generator.apply(weights_init)\n","discriminator = DCDiscriminator().to(device)\n","discriminator.apply(weights_init)\n","optimizer_generator = optim.Adam(generator.parameters(), lr=lr, weight_decay=weight_decay, betas=(beta1, beta2))\n","optimizer_discriminator = optim.Adam(discriminator.parameters(), lr=lr, weight_decay=weight_decay, betas=(beta1, beta2))\n","loss_fn = nn.BCELoss()\n","\n","models = (generator, discriminator)\n","optimizers = (optimizer_generator, optimizer_discriminator)"]},{"cell_type":"code","execution_count":292,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:57.097248Z","iopub.status.busy":"2022-04-10T01:35:57.096943Z","iopub.status.idle":"2022-04-10T01:35:57.103766Z","shell.execute_reply":"2022-04-10T01:35:57.103040Z","shell.execute_reply.started":"2022-04-10T01:35:57.097210Z"},"trusted":true},"outputs":[],"source":["def dcplotn(n, generator, device):\n","    generator.eval()\n","    noise = torch.FloatTensor(np.random.normal(0, 1, (n, 100, 1, 1))).to(device)\n","    imgs = generator(noise).detach().cpu()\n","    fig, ax = plt.subplots(1, n)\n","    for i, im in enumerate(imgs):\n","        ax[i].imshow(im[0])\n","    plt.show()"]},{"cell_type":"code","execution_count":293,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:57.105734Z","iopub.status.busy":"2022-04-10T01:35:57.105195Z","iopub.status.idle":"2022-04-10T01:35:57.119565Z","shell.execute_reply":"2022-04-10T01:35:57.118864Z","shell.execute_reply.started":"2022-04-10T01:35:57.105668Z"},"trusted":true},"outputs":[],"source":["def train_dcgan(dataloaders, models, optimizers, loss_fn, epochs, plot_every, device):\n","    tqdm_iter = tqdm(range(epochs))\n","    train_dataloader = dataloaders[0]\n","    \n","    gen, disc = models[0], models[1]\n","    optim_gen, optim_disc = optimizers[0], optimizers[1]\n","    \n","    gen.train()\n","    disc.train()\n","\n","    for epoch in tqdm_iter:\n","        train_gen_loss = 0.0\n","        train_disc_loss = 0.0\n","        \n","        test_gen_loss = 0.0\n","        test_disc_loss = 0.0\n","\n","        for batch in train_dataloader:\n","            imgs, _ = batch\n","            imgs = imgs.to(device)\n","            imgs = 2.0 * imgs - 1.0\n","\n","            gen.zero_grad()\n","\n","            noise = torch.FloatTensor(np.random.normal(0.0, 1.0, (imgs.shape[0], 100, 1, 1))).to(device)\n","            real_labels = torch.ones((imgs.shape[0], 1)).to(device)\n","            fake_labels = torch.zeros((imgs.shape[0], 1)).to(device)\n","            \n","            generated = gen(noise)\n","            disc_preds = disc(generated)\n","\n","            g_loss = loss_fn(disc_preds, real_labels)\n","            g_loss.backward()\n","            optim_gen.step()\n","\n","            disc.zero_grad()\n","\n","            disc_real = disc(imgs)\n","            disc_real_loss = loss_fn(disc_real, real_labels)\n","\n","            disc_fake = disc(generated.detach())\n","            disc_fake_loss = loss_fn(disc_fake, fake_labels)\n","\n","            d_loss = (disc_real_loss + disc_fake_loss) / 2.0\n","            d_loss.backward()\n","            optim_disc.step()\n","\n","            train_gen_loss += g_loss.item()\n","            train_disc_loss += d_loss.item()\n","\n","        train_gen_loss /= len(train_dataloader)\n","        train_disc_loss /= len(train_dataloader)\n","\n","        if epoch % plot_every == 0 or epoch == epochs - 1:\n","            dcplotn(5, gen, device)\n","\n","        tqdm_dct = {'generator loss:': train_gen_loss, 'discriminator loss:': train_disc_loss}\n","        tqdm_iter.set_postfix(tqdm_dct, refresh=True)\n","        tqdm_iter.refresh()"]},{"cell_type":"code","execution_count":294,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:35:57.122490Z","iopub.status.busy":"2022-04-10T01:35:57.122172Z","iopub.status.idle":"2022-04-10T01:44:51.314525Z","shell.execute_reply":"2022-04-10T01:44:51.313819Z","shell.execute_reply.started":"2022-04-10T01:35:57.122459Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["  0%|          | 0/50 [00:00<?, ?it/s]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 10%|█         | 5/50 [00:53<08:03, 10.74s/it, generator loss:=2.38, discriminator loss:=0.256]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 20%|██        | 10/50 [01:47<07:03, 10.58s/it, generator loss:=2.12, discriminator loss:=0.254]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 30%|███       | 15/50 [02:40<06:12, 10.66s/it, generator loss:=2.2, discriminator loss:=0.255] 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sXi+jrmKNoRHS+gDOapU1nGLcHERoSBY2zpLHHlxDFcmSMgiDqxV/B37u8EKbULUiPLHCHN4mFQZUAX2tQ9RTAm0XLug0JH7iDhT0xlClQFiRHQ9JvTONMa1pCD1FTmEtlzLwDIk5oC4KYSbndojho40gfVygsYTKrNFNBkumJDIkzJla2GC0GuoFJzhuloQy5sEyk51Ha1sLEewUdu2b46p4/ptUwSEuPUCsCQrIq4EBliBOVHr50Yh/V+Rhtrxm0zYUkTmYRSwV0vgBSMP+J3eSGBdR7rt12B7HFJXS5jKo0iCEHgvEJxPgELW94tH03hT/UxfTD/Vh5zdbXc8j8EnpiOlqBF4ZorS+bCF8OK9vyXQeRiPPt9jv4mfYX6DLKdJmSMK6gPYNYENDIhlwIhGlS60zw6HuP8OHWI+yyihzz4yzu76DzOBgziwS3w6jjKoS5HORymCeg95lLnbHXHGopJMK2KPWF/OzIqzzqncQRJj4hvqbebddRj3wTIG0L4TqMP+Kx85MnmK/EmS96ZF9qIfVcEeYWMM8GoBRKa6QQZI7ZYJmIRJzy9k5yH3JxRYArwBIGWWUw6rcRO2vTdsjHmM4SXG+47k3SUIZcxlxEJkW+z6RvzxSPdJ4lI+VK+FxVB5wPAg7V+vj35x5jZiGF9ZZHZhHSZ6tYSxXEYg5dLqNrNYRtU+wV+DvLuLEajuVzvr2F2D134C5oYvOKxOkC+o3GScCmazV0sYQ1vUTLMRuzHGIs5NClyooRv+pwbXmuoFqDJYvnSzt4yDtNRpbA0GjHQpoN1Wwuw0gmUdv7WRp2eDIxyVZrBglkQw9vUpA6V0aXyu+6n9uK63xoLUeMVd63m9yASde2GXa742RkjQDB0ZrN65UhzAULXalsivknANnThd+dodSreLTlDKfKnZyW7VxwWqKRR330sbIOYvmD9d61UVV4Zo1Ws4AhBBUd8FZ1kDcKg3gzmthE4cbixm+ShrojRTxO0JVmaYfmK3f8F9Iy6okvs6RqvFoZ4lsLd5J9tpuWSU3bG4vIpSJqdh5drRKsGu5Iy6K41eeX7n6O93kn2GlVqdytqGj4DwuP8tToHRS/1UbngbWvELNe6CBY6Wk5Z6OiItfbs9RhCLUa7ozBNybvJNlXYZd1AqQmjFlIq6GazWWI1gyz96dY2qH5YOIt7rYhr2AqyNB6rIr56lHC2yjccD0QjoPMpDn/CcmTDxzgs23f5xGnjMLE1yHPFnfz5Qv78CbEpkptUB1qY/4Ol9btc3wu9SavOp28aO7gTLy/ni+mdtlDZ+V1uYJRqpG2K/SZi1gIqlrxUm4rr04N0HKmhj5yMgo53GAa544UAp1Jkh/yCFsCPCFWeuKhVig0E6HN1+fu5uB4H21nFbEZH5mNnpA6CKKkUMu7W87u5oR0mHmSsoYjTCyhcLViX/w8uZ4YTw230PnAnZizOYKzV622tPm4ieX1wjAI4pr+xCIdZj5awacERtmHoHFcTpcgBMK2CTvSLO5VZAaytMkqFW1wuJbkzUI/slpPrNYgD+6NZnnlY+k9Oyn0mXQOz/Jg8izdRgFDmEwGAbNhjL+auJOlN9rpvBBGvdlN4iMPYga1NLS6FTxp0GnkGXZmCd1r+L7r1xA3aiRlFJFS05rRYgtLSx7tlfCWxcs3hiGvzzCXtySZ2yfo3zJPUtqYRH5thaagqrxe2cZrr28ncV7S8uwZwrmFqAeu1aXLXYWMFs/EYlhuQK+5SFKGWMIGDBwBH/WmeTw2wdSDSY7kd9B22CN+fqxxJkBvAlFfCeq3hHy09RDb7RksISEQyFwJXd4At8M61MkUpoVMxFka8vgHj3+D98RO0WPYzKkaf5G9lxcnhukq+pvGDbDpEAIZj0F7K+d/TPNDew/wubZXuMcpYmEgkRypdfJyYRszL/ew7QsT6FyecLPoKQTVtEG5WzGQWMQTNiNWhaQ8xb9MXuM5CkGbXaDDqCGFQT6UnJ5pxxhzMQpZ1C3qADSIIY96iNWMSbilwvb0LBKJQlNVNSbDGi9XBvnW3G4S5yXJMRX5wVev1lw9l6NVlNLW91Hn4/xexw/x3vbT3BW7wHZrjn5TEqKxhGRPapKDO7aQrXikdm1FLBUIJiZv6x6bbM1AOomR9Om1FomLgBADoUTUu1rviStBfVHU2j40ZSZN7c5+coMGQ/YsaelT0oJzQYJvn9tJ9VySnuLsZs/vtXHURzDCthFd7ei4y9KOFOV2ycjgOPclz9NhFDEQFLRPRdX4yvwHeP70NjIXNDpfRK9FLPUaI1Y134rWzKsY+FHHQb9T266HWSrLwJM13HruFR9JLeeQWBSI2q17YDWEIReWiXQc8gOSX9z3HPfGzmEJg5KqMR3W+E5pB//vsQ9QOZlm+zfnYW6RMFe41Ni+LQmVrtUgX2Dwf1bJHuznj+7vJzG8xGdG3uAn069hCXCF4G9mXuFjjxzgH3d+mvHKFjKnMsSmZ27fXps0CIe7KfbFGO6e4G67jK8jXyCBgOrlPsS1J8oFotc4N7oa6ubsJ20Sw4vstubIyGhZ9TP53cS/lqLvRAk9ObNmx2t0hGlhtLagW1LMPNJGqVuw76NH+Vj7mzzsnqe9ng/E14ozvsuFoJUXnr2TrV8pYk6OES4ubmgI3rUgFAhfUA1NFIqp0OFgeRBZMqL8Ku/kAhISGXMJXIO0USIhLHxC8srGHbfInAoRuVsXydUYhty2EXGPwIMRe5Y2WQIcFlSN/dVeXlraSvl0isSYQCwVUKXyu/rktNIQhlizJRIaKm0uxVqG/+nuJmFU6LUW6TMXiQufNlllT2aSr+3oBm2SGNiCzhejvCOrj9PovXQhkLZFdthjaZvkA6nZekywIq80IgQdqqjBrytrXOCi7przkzb2liJ3dEwTl4KQKP53rNKCuxhizhfRvn/J52QiEcWc10M2o5HebfoQh2i1YyZD9d4RAs+gkjHw47C0U6PbqjySOcNeZ5y0FBgIjvuS2TDJ1xf3cXSpi/iYwJzJoQvFTZlfRRugLY0pQ0KtcYUibRRR8RDZ243I5Qnn5i/9UD1DZm3fMAs7HTrMPIYQ+Bp8bWJUwCrc2qI1DWHIZTpF2N1CtT3kIXeCpDQItWJ/tZN/ffZDjB3rYvsXixgLBcLp2SsnwFr9Woho6WutBsfPYJ2S9B1Lgxdj6ske/s1dHybRl+O+7jEeSp3ho4nj/GzbCzzx5BH+r60fZqrcQ3IsIPZs6eKXp3S94arGqIZzBYRtI5JJpj/s8w8ffIr3eacwhEk2hNEgjVEVUK2uf4PVrO0x6r2pYo/FP977Vfa5Y6SlzXRY5bnCLg7M9tF2oYgenUAtR6vUh9IM9hGkHGQ5QPghcnLm9koctpr6Nft3DtHzT07zwZZjDNmzxEWNtKxiC0W7YUQPd63IqoA/mvsQr832U3iuk/ZDPr2nZghHJzalEUdIAlegUj4ps4pPSIcMeTh2nv7BOWYf6yF1vhXz+aWL7W/ZpTLSy/mfV9zdf5J7nQkkMZTW1LSBO69xx3K3NGS1IQw5lkkYt9C2Ii4kFgYKzajfxuhEK96UxJzLo3P5685iqAMfHQDZJUSpTGK8k1rSpFhN80LJwdyq+HD8OEnps92aY2dmhhd6ezCqJp5lXmpwNsnM/DtytQlEIZDJBGSSuIkq250pPBFS0XDOz3CwMoBZFPVCAZvsBn0XjFQCejopt0uG7Dk6ZECoJbOhzYuzI8xNpukoLaL8erRKvScu4x5Lu9KU2iXerMLOh8SWCrCwuPmM1M1S73Wqbf0s7nD5dOYk7/NO02ssZxF1gCjBmq9DzgcGU2ELL00Nsni+hc5RRWy8iFi6/ntwIxEK8AVVZaJ0lIcoiWZ7epbnd3bjey5d+V0YuTJMzYLjQEcLuaEEW7vH2JceI17PRljUiqzykDWg5q/Emt8KGsKQq2SMUqeNkYhCBCHKnf2duV30fsMkPl5ETUyhatfYgK7wHlWpQLWK98wR4i+70JJGZeJ856f28qufepqkDGk3BB9rPcjoYxlOpvppf8qBcuXiAoJN2ngvyU0OF2tzrn6LbRNs30Kp16UlEeXeXlIWPgH/eeY9vHRmmI5z9dqnm/2BtRohUFu3MPZkmvKdZUbMAmlpU9I+zxb3kv1qHwPnApieXSmeIUwLRrZQ7E3A/zrLrw49x++8/gnMUzH6S+3I8Ulum3wzsDKpGewZ5tzfVdzZe4oPx4/TazqYGBhCEta/84LyWVCK3599koNzfcivtLHz+4vIuUVUdimKUNmMutQnJ+28wp4zmSynqGiFKyRpw+U3e5/izGe/xzOFO/jyE/uonO5k+C9TVFstph4xCPsq/G7/s+y0ZkgIq54GJMHRch92UUG+eEvnAxrCkKOiJ+nb20egDQxfI/16CtqbDQ3UOsohUixi1HyMUgWzmMDXEgixMOgwcuxKT3M82YuQEiHErcnJsdo4CwlSRFVMLAvhugjHRifri6XUqmyKWiNqPoQqWsmmNQQBmCb5/hiFPslWL48lQnLaIRvEOL7QiTHm4mTDzf3AejvLBRTSLsWBgL72JeJCsqBqPF0a4enZXcQnQ2JTpahw8Ns+qw3BQHKRh2Pn6WjNMd1qE3omhmGggwZ6mL0LRjqFHuxlaWuMu/pO8lDLWZJSrESGqXr0kEKR14qssjme7WJ6KsPgdICYmkUVipFbapO3DasQ4swbzJc9Kpp6YQxBl+GQlkVCjjHW28KLwTCLuxLUUgI1UGKgY5Fec5GMVCgUFR2yECbIBS7KFAgvhiiVL1kVupFaNIQhl4USsWkXVbRQqPpQTzIUn+eZ7SMo0yN5yFxTv6qqVqPKJxVBUVsktY8lDLZbZX6i5RVe7BlBx2NRPb6av+Hx5cKOFmYsVzvXtoWO2dTa4+QGbUo9AnVPHiE0lZKN9iWiaCBrAntRYtTAymuMGnizIVrCwmeKfHTkCB9OH6LPKPC1wp3szw1Qfr6dbX85C3PZhip3JmwbmYizuMPmtx//H+xyJklIhy9kt/JH//GjUaKkF8+hcnnUqth4HYYY8zlc22C2kiCrbO5pH+eg0JQ6OnFjLqrM9Ze/22zU/b/lh7aT/aUCezuP8Gs936JVBrjCpKp9SjqaFDSEoKY1J/00x6q9TL7SQ88RjXd8+mIVnM3cNupZRWP7z7PldIJjQ53M7nIwRJUWwMQgIQzudwqM9DzFbJfDob39GEKRMUokZZkhs4aFpKRD5kPBa8VhThY6KfRKzLu7SBy3Meay6EoFfD/yEGyQXWgIQ06okIECJfC1igrACkgYVfykxvckyDWu1h5Gs9AihLyKkZHRJJgjJF1GmbhdA8OEt5dkWm/q2duMzg7CzjTKMQldk9CRhDFJuVVS6BdUu30e7z+LFJrJcopyYDFXiFPzTcppF3yBlTOQVUHgRc3gjq4pHk+/RZ+ZwxJwrtLOsYUuYjMaPTaFrjTWsnVhmgjPw08IHnAv0GsKLBFjppYidS4kfq5AuJi9crpRP8q3XVMSpSVddo6+RJyzThdYJlSvMeP/ZqRuwGU6CV3t5IYsHt9ygnsT5xk0NRaR66mkNQeqnfjapNvMYomQonLwtYFRFVjFEPEOWRE3KyqXQ1arOPM9PFvcxV53jKSziCUkjrDwhI1nQpcOGTFP42tNSYMlwFvl1gWwRIhn1qh0anKBiQhacFrjGMUaoupjzC5s2EOuMQy5FGhDIpRgQSnS0qdFmAy5c/jDFYrFGK1ibW+slfDEIrxU3EbNO8sOK4+FQVIqHCMAw17xvW0UZmc7ujXNuU+10/2hMVqcEt1unphRwzNqpI0yXdYScVmlw8gBEBIZo5q++NBRSIrKoahsDhYHqCqLz7W9xE6rvNJ4v35sL4mXY3QdLaCKpcbyjQOytYXK9i4qHZo2Q5MQLgCztSTJYwvoCxOo2hV61fVqUcIPCZVECsV7E8e5IzbOP2nfiUgmkH7QsPlYjEwGutuZ+kA7O37qOO9P7eezqTdISkFCxCjoKsf9GM8UdvNf/+KDGGWB8dAi21rn+HTXfkbsGcoDPgsVC+98vGGMOETrR0I/oP/pEv9t+of4tw/4/NJDz7DTmeReZ4a4kKSkiyNMHGFGriWidi+RK/87ZsjPtHyffNrg0I+8wXyYYLKWoRA6HFrsZbYQJ/bnO2h/ZhSVXULl8+t6XY1hyFcZyxDBsjnJGEXS6RLFhBsVK13DZd3Ly9QRUAptfB0tIFD1r1UhMFb8zhtg4Oo9cdXZQnlLktKwz8/2v0iHkaPfXMIWCktEpdwUUNQmU0ESAFf6WCLAk1VcEdJrhLh195RPyFZ7hqJy2G6VSUuXRVWhpgRq0SY5HmIslggbMDWBdm2qLSZhXOEIuTJpV1UGolAmvFoqXn1xXsFA0yZLuMIntECbBlxDHcVbjbBshBWNGoUQkRvOtlDtacq9CfKD8Pd7v0mvUaXLiCERGELiK8XJWjdv5vpInwK7EDLek+KtmslDLa0M2nOYCZ9qu4ny7HVJp7Bu1F0s1sQibVJQ6Yjx/LbtLKU9us0lOmSVlGSlTKSx6t/lnE7RFkGrNGmVsMWcQGlNRUcJ976XGOREpZsv976flvY0slaDpiFn5abSUpMUGk+YGELysDvOP9z5LX6r8nFESxoZhlE5qTVoVEZnO2FnC6VuzcOJ0/Rb85SUz0QoOFLrZWwhw0gpuzblnK4Bc3ALYXuKE/9LnE889hq/lDzJo+44BmAJwYISjAdx9peHeGp6DxcWWgiPJdESgoRC2xqZ8IknKvzEyH5GnBnudcfwhKbXKIFRwhEGvg6ZCEzOBW3EJgySR2dhrjHjpv3uNLP3SDIDC1gYK5WjAvUu7jAhwTTRloFlVLCEIiMDktpHGyCU3tRLBYRpIkwTvWcrhcEE1aTETwgKg5rYjiw9yTwPtBzjZ71RdlshlnBWKkmFWnGwluK3X/wk7gWb4dfmEAtLJM60UW2P8e8+8wG6BxZ4ZPgMxojm2Jt7aHkriSpXGmrOQE3PYuXyDC51svTGAH9+9wgvvH8rj3ac4Tc6vk8M+5KavxDldKpqn/OBpqINitrGQNFtlPDqz3VLwD5njCFrli8/uI9zXoq+Z12s+YV1dbE0hiFXGqE06MhoLQ9xWqXJA+4oPS05VDKOqFShXLmpHB3CshGGRLWkqPR4BOmQbjNLXARU6nGjZ6ud1CpmlAVwI/yDQhBmEpS7Y6RGsvxm53P1P0jyWjEdmIyHac5Uu/h+dpgTY10YUw4dh6Pq35UWg9CBWtqkmHL4XmaEqUQKKRRtRoFeI09cXhxV1OpuF6MCIrtGtQdvAWHMwE8p0rHo/BUanxC1nHjnKj1JYVko28QUCguFxapO+CYqlHAJ0kBIgcykEXGPfH+c3ECU7a+WVmS2L/AL215glzPBI05Y74G7Kx/3dciiqnCy2o87apO4oGF2kWBuDjE3j9vWSuyRbUy7aR7rPs0dsQneaNtLa3srcm6BsJEMeakE5TKyXCE+GSeIjXB+azuWEXI88xqtskSHYWIJA0dY0WdQlHTIkVov2TBOIXSRQrHXHaVNlkhLH1dAWoZ4osRAyyJHuz1qaTNKOreOBagbwpDrQhFzxsQoefhao0RkdGLCpseQPNl1jC/8xOMkz7bQ+eVqlGflOl0BwqxPXN61g9yQx8x9kq590/xk90n6zRK+hgVlsL88zJfO34Mx6kYJ88N1dqvUJ6YmH0tTfKjEZwfeoqgVr1R6+X5xhC8f3Ufyex5mUePkFWZZsS3rI0s5jIXIR65tC6REOybaNil+cwsHrX5eTdxHNS1If3qCT/Qc4lPJNxkwbXqNMoY9iTaJlqyv+5L89cHM+8QmbSa7U5EB14olFVIJrKjii2ldcfGKtC2q27rI9zvclThDUqqoiIDSSB90aRMu0xcCs68H1Zrk5E9m2Hr/BXbGj7DFXSRpVEgYFYasWXbZiySFxBJRRS1fh/VwuoAXKi38xuGfIj+eYvBlH2e6hK67n3QYovMFul+qUhh1OD7UxWPJY7R8cpyj97Uz8MUOnG+8eotFuE60RlWqCD8g8/I48fE2ai3dfL7vV8htgx998iXu8kb5kfgkCsWZAL5ZuIsv/JcPE5/UmBVNaMG/eRDMrhJ//67v8GT8OFb9ge8rA0IRdUKlYD2zsTWGIa/VEKUy0hf4QLjspxIST9jsdCfRW0sUwjidjoOQRbSuq3ktvWUhEI6DiLkUemPkhg1iuxb5ta3fotdcxBOCBQ2zYZzTlQ7mZpMkslEmwI1YBCAMSaVds69/jE47x1gQ443SIK/MDmG/5dHz1CTki4Sz8ytx3hp4J1Nj16/ZcxxkTxdHH2njeLqLfNxCIkhKA1/X0GscCLTRGGUfewmWyhZVrbCI8mMA6JiDTMSjnln4tjwZhkGlzaLSLshYJex66F1FS2QIbHA9xmtFey5BxqXtzln+bMeXcIW50pu8SOKSV8tGfCEMeavSR/FkhuS4IDaaRWTzhGG4kgJahyHueA4ZJlmquViE/GjvAS60tfLMCw8T87wrFmbY1KgQrUKC0THE6BgxzyPeksF9tJ+X7h4maJc86V1AAgthkhPFbrpfqWAfGUXn84i4Ry25k0I5zoWdbdS8KPp+heXkq0JEQRvr1CdqCEO+nHJW1gQTQYzQKJMQasWH1WcucmffBG8UhtAdrRhWvfEGQRRedpVCyjKZRHgx5n54K4u7wNmR44HeCzySPs12a5YQwVhg8qWl+/nyyX0EpxMMPhvgziyhiu+enOu6qC9gAS7607RG1XwGvlVh9MR2/qu7nS/YAjuncfIhA6NL6Om5KG/M9YxC6vuV5QpyzubgXB/zbR7gY2HgipBaWqP6u5ETs1BpPPeKGJ+l6yVBtSXNsffF6TaKZKTgIx2H+Vef/wTubBuZUwpnMSD2+ll0oRjlqW9tYfoBibNjiYcTp7EQ/HWllyPlLTiL9cRZm6TizWpEqYK5ZOOHUfnD5Xz9q1mesFteap9XAd8sjfC7R5+gOJqk/7kQKx+gLQMySYy6+0nHY2jXotSfpNxqUi56fDt3J/viF9jpTPBXH9nD2YG76XnRx/3ecXSl2lA+82VUpQrzC2ResyhUunjqzh76fjLLFnuehSDBZDmF9FV0r8loLiV0BUFMkTCifDRuvQ85lFhgsjtFNZUiYdsXF9+tA+9qyIUQ/cB/BrqIni9/oLX+10KIVuDPgCHgHPBZrfXiepyk1hoRhkgfpsI0noxW4YU6MuZpWWVXcpqjmW7CtItY7oX7ASJfqGeue5s/tB4JI7wYpBJkd8HWBy/wie43+Wj8KJYAWwhmQ8lUmOTNpT7Ckwlaj4F47jVeKz5LTZcBQR/DDIjt+LrGIV4GuFMI8e0b0mRlgmWVUVYh1sHTtJ1wV3zyulxBVaporaIGciOoqCdqlATZQoyKtjBEiIHAEoLQ0QQZB2fBedddVXSJI7xKjQprrskNohYXEZUKsdk7OVdrx7ZDuowae91R7tp3ltMLbWRFhti0hXfMixZ2OQ4q4aIHyjw+cIIhaw6As9VODi31YpbqNU2v8QF+NV2A7UKIk6zF/aN1NHIt11DKXJlHWs1qIx5qTUWHlDScKHdTPZ4mPSaIn56DICRoS0DMigw5EGRcQteg1G5SSwt832S03ML7ksfZZS/yia2HeTExQm6si9h+t975urIhv5omJfKsmSY3ggpRlRB19jzu2fN0F+9j/ycGKCVsJJpyYEVzJaYZVRizbUIHtKPq0WFRAXMJdNh5Ml6ZipOKXHm12rpNkl9LjzwA/oHWer8QIgm8Xr8h/zbwHa31vxBC/Drw68A/WpezDEN0pUrr0ZC/993PsXfXKP9++Et40sDDJiMV70mewNoR8ie/9CDhUhpv1MSd13Q/HaIXFlcm7GQqhbAtcGy0YzH3UDuFPsHgA6P8/Jbn2WVP02oY5FVIVsE3CnfyVxN7GTvUzZbnA9ypEtVqwHbuIiUyBNrn+3yHVt3FJOdopZMFZg4D37luTbS+OGR/m3FW5UrUEJa3h+HNrxpbfphp0FpQUTZVnV9ZvakSIaVOG3s69u67QtQ1aVlbTW4CHYZQLtN2uMQ/+/JnMHbmeerBf0e/WeJne5/neFsPX7TuY24sQ+crCUSpApkUfpvHcNcsT6SP0GHU8BH811MPUDuSZuB8+bqiD66mC5DXWm9fq/tHl8pI06RUaWcuLK8YlGVcYaxEpxhC4GFhyICPpN9k/vE4k+U0Jx7rACAVLyGFxg/rYXiyiCEVrlSkzYAPdpxgmzvFHnuGVmnysfQB7ohN8Nv3fQqzvI2Wt3Lw+pWLll9NEwOLQPtrpsnN4owucuCru3lxaAf/9PEv89NbFvmdz38cloYRgUDbmt17zrInPcl748dJ1jtiIZr9i/2Mn21ny5xaKTe5XryrIddaTwKT9d/zQoijQB/wKeAD9bd9Afhr1kn0ZeOWOF+k7dUkh91esoNR/hPXUHjSYJc1R3cqx9b7pjlS3sKXUvdQG3fpeD2OUa4glY6MYDqBch1UwiaMmWR3gbktx6d79vPD3hyWsJEI8pTIKptD+T7On+0gc1oSP3AOXSxhBwY2GQBMYeHpJFXKzDLBfbyfUxy+cU3ewThrv4b2r/inm2NViFWIWFm1BiDckFrSRDlv97NejiNiOEQGf801uVF01Hu2zk6z5Tt9TNRS5O83GDQFT8Sy7LFnqA5Y/JWxh9BLYJkGoefgJ0x2JefY58yQltFDvTiapPuwxprJX1eagqvpAiwnvl4TXXSthi6VCXyDrLr4vdpCIQElQxLIuoGPVkdbwuBeu8JQ97cJNZQGDSyhVmU9jPZT0jV8rRgLTCrapMMo4wlISxtHmNxrV9htneUPh+aYnusmNu/hvENU0NU0saIZnDXT5KaZW6TnxRRzRY+OJ3PsthfJ3/cdFoI4vo6qBT2RPEyvUSUpDSzM+ognZKaQwJ02sZeq9YR+6xc0cF0+ciHEEHAP8ArQVTfyAFNErpf1od5TNcfnaAeKW1J878ERtjtT3C3L9eB8iSNqGM44KaPC+eFWJjrSHM+0I8tJzLxAKEEto9COQsZ9TDvg4YFT7EuO8XDsDFY9v4SvFV/M3cVfjN/NxKEu+l7WxMcKqFz+suRKZV0kT5Y0rdSo4ojY8gTH+mqyFgiJMA2q7SF3dM7RaeRXblxLaHo7s0zv6CI55mFL45oTZm02TVQuj3tmluRAH3+88Cj3xc/xw/EJ0lLwSPwki50ez+x7CHdwiMVdkkpnwM+kTuMKweGaw8laN/ELBuljWVjI3vB5vF0XYLkxrYku2g/Q5TJdX3f4kdO/hrI02oDU7nl+euT77HVHecS5NGe2ROAIi1YZ9SIzWiPry9XlqvqIFgaGEPSaATXtR+mkhcQSUXZEBwuJ5Mf7X+Pb7m7OTW+l27TqaY/feeT4dk1iFydjN8X9o4MAM1/FLEUPnqQ0eJ93goo2CRFYImTIrOGtmlhWRKlEqr6JUQZZW/9kc9dsyIUQCeDLwK9qrXNi1WpLrbUWQlzxLIUQnwc+D+Di3fiZak0wPYtYWCR+z728VerFEgF7rQvRMFFaeEBSBqTlFNm2w1RaLLzBKhVtc7jYR1WZ3BmfoMPMsd2eJiNr9QeAibWSR0FR1Irn5rczcbiLjv2Q/OZb6FrtYtGBOoEOeJOX2Mk+TGFdUlBiQzS5SYQUYJoYaZ896UlajRJGfeittGB7ZpaZ/iTVdAzHMuuZ3a7uztmMmqhiEVUqkZjo5Hszw/gdBk94YySlzd12jnzqBF8deYhSSdLy4DR3tk6xzxnFEZKTtW5eyw8Tn1RwevSS5FrXw4boUvfvpr92iMzTLiLuoR2bcz/excutI3itNR5yzoCWINSqh/ZFl8s7YWEQFSaPjNXyKtCVvwsDieBHE0d5n3eST/f+PYQho3QH79AR3Yxt5TLCEFGsYFSjU/GEzV579apeA0PEL/mIr0EKge8bxCpEeaI2Q64VIYRFZMT/RGv95/XN00KIHq31pBCiB7hisUOt9R8AfwCQEq03dzVaof2AlqNlvvHVh/nLXXfR/eCf0Gfm2GZFORBcYZKRmt3OeDR5h8LXJhmjiNKSXmuRlKjSbvgrBVSrOuCFSpwztU7+bPx+zo21451w6D0a4J0vRjPwbws3U1rxJi/RzQCdog8AG4eqLi9rtjGa3ARaRbPoetbhlfYhnkwdZptZrC+CkHy89SCdTp6vbXuUzLYhmFkgnJ19x/1tak20xh1dYv6pbr66q52f/8jzWCLAEpIhc55dD5yj6Ns82XWMLfY8SekzF8LvHn2C8qk0w+fLV2wH18I76RLgW7D2uujlvPz19MQdB9p4U+3i1V2DvLX7ENtj09znniMtq3QbrPSsYXU+kYvGanW+kdXvWQ42WMYQEk8adBAQJhSytxu9lLtiRaV30mT5OJvl/tF+gFgqYBc7WAgTlHSOhHAuW/W5TKgVp/wqo0EazsbpPFDGHF94x1DgteJaolYE8J+Ao1rr31v1p78E/hbwL+r/f3VdznA19TwJ5sHTjIxmmPhYP6/dOYLvnWfYzGEKgSUsTGmw06qitE9FK0Jgtx3lOnCExEDgiCi3REFXKamQF4s7eGF2KzPf7WPb98rYoxME50avWABYa81bvEacJINix8r2DnqZ5Pzyy43R5CbRQYgzJxmbbmFqMI1PDouoh/bx+DxPeNN8cfh+SoMpvCCEdzDkjaCJPjvKli+VmHt8gPEnUnQZWTxhMWyF/MuhP8fXklbDZ3lGYDR0CF/PMPhSFfv0FMENhNNdTZfznGirv1xTXaL5lBqUotfxlyB+PMPMY518TexlqLsXo1fRb88Tl3NYWuHJqI1bXJwMXc0l8wJCEZlzsVJwYtmwecLGNRQkAvyuNJZS8DZDfvW2Mrr8clPcPzrwUdklzEJINvTIqxDP0FcI7IyMeEDISb+dN8sDpE6D8eIhgg1Yc3AtPfL3AD8NHBJCHKhv+w0iA/5FIcTPAeeBz67LGV4BXauhcwXajlb4wtceh21F/vTB/0iXUaLLiHxZFgZKKOSqBmnUexm+VpzyA6bCFP/89KcZnWjFnrBxFgQdR32s8Sx6KfeOfq0l5pniAgnSvKy/DcA27mSQnSuhdkCWDdTkhlEhdg6qCzbTQZqSOhfdiEQTXRYGO4anOPNYP71GK7HTZtSTf5vfsxE00UGALhRInyzxd77+c6hEgBGrF03woyXUjucjpaJatQhLJv2HA5zRLLpYuqFjXk2X85xI1UPtru3+EQJh2RdHBdcYtaRLZYSQtBxLAjGm27bwf3b3IroqvH/kFF1Ojj3eOAD50CVE4msDS4R0mDlsEeIKH4nCFiFSKHxtEGrJVJCmpBz2uqP0myUmghgzYRryJiKsXff9M8YZrkuT9aY+P2cVfP5s/H7mupL8XOY1Og1v5eG1vDr2lB8wHqT43w//DcqnUwydrtarca3/oPtaolZeAMQ7/PlD131Eadx02JyuVgmrVYxnc4y84pD91F28vHcr97nnyEh/lc/PuGyI6OuQkJDvV4Y5UBig9KVudj89gV7MRkv7tXrXqISMaOcJfuyKf7uP9/O0/tJhrfUTN3WRG0UY4i4oaknJVDVNXguSOsQR1orf8+f6n+e51C6eXbiPLd91opWNb/sOG0ETHQSE2SXkq0fYecSDmAttGbQZ5bPXlkG11UFLgTtXQZbKMDpJmMvd8DGvpguaE1rr+691X0KIaMGS76NDdcXR4pVQpRKUSsi5Odq+JzEScURLmvw9PTzz5B6Mlion+jsJlMF0KUGoJFXfxDRCBtOLJKwqKbOKI30SZhWJJhe4lJXN0WwXuYrDxweO8FjiGK8Ut3Gy1Im9KKOl6VfISXM1TTydJKcXtl+rJhuCijKAXjjSwxeLHh+/+yCtRrji0/d1SEn7vFoZ5kBxAPupNP3fmYKZ+Q3LGrrxKzu1upiW9mafVFqhazWS58r87tMfJd6f55/d+RcMmIsMmj6WkIRolNZMhTAdJvg34x/hXLaVxfE0VtZg4FQVnS9ERRMaqYzZWlCfc4hP+ijD5myxjdmWGElRwhHhykNwqzVLJWnxjcF91B7ehTO2RHjidMNqpcMQVa1Gi8ykvJgC2ZDESjG0IZC5ElRrmyvnuNZQN+I31Fa1BqJ7hkIR73yRttdS+AmPIyd2gAajGnlORAg1A4567ShDR3l3BCCj/2UIKLAKAhnAn3Q8xn9OvgejKDFKgvbDGmMuhy7d2EhmsyFyBdre6KA81sKPZn8J26utmLEwkCglUQs2ZlHSf7IGS4VI5w2iMZbovxP1OGHxymF2HnSoPLaHP/0/HubhzBk+mjiCJ4IoN7eSPF/exoHCAOf+2zba3qrQc+IC4cIi2g8aMtf2WqGrVdwjY9izLZxaaOd0ZycZOYorqnjSwhEWd9kGd1gTfOnO8xzPDtP5ehveybM0bAFirdHVKrpajWq0XoHNmCZM19Mq3NSIVuuo0HilAguLtB6M3AOXFOZehbievOtCrsRKa6UJbqP7KpicovVP5sAwkIl45FlY1qZajUZItdpK/qWNLom4sYa8nslvmStlnrshVIiqVHEnC7z+wk5eSW/j91sewzAUWgvCUODnHGTBYOBsgDWVRxWKkfCNaIhultWho0qjKxXkUpHg9X5+a+mTJNJlkm6Vnx54hQ/Hj5ORkoR0eLjlLOf3tJCbayHZ1oquVNa98kmTt7GWi0r0xbSq77TbBisKta5EBd51NF8i5cp9pOuLfW5lybsNNeRCCmTMjVZYKrW2F69C1JvH2HbcuUTkFerHVDU/mmn/QTTgywiJkGKl9xXmCohCkaF/V4kKOSdiKC/Gv/qVD5N8qMK9zig7pOB/az3A38y8zgeKfxf1XCfGfP7yEnA/yLpuBE19by31WP3Nxsb2yDUXDbdSkUExWDtjvjxsbPKuRLPpFw2wDolyT1erUKthFGy8IwP8tvVxRrrm2JOepNPO02UtEdYklU4PV4Gc96KKNK6D9v21KzbbSOXDmlw79QyfK+2v+R2vCRtqyLVSUfKnum9JmCZIsz7RuPmecrct7+C7VMsTU3V3Sf+/XUK4LpW7B3h2eIDcCDBUQi5aLO6QJL0EqXw7OhGj3OVhL1aRRyoX83Vf0lNf52tq0hAIw0B6XlSoolq9tEMh5LoWX7iduSVRK7qe0EcAKBUN89+eZrbJrWM5+2GhAMUS7kQL2kgBFsVqnNgixOYU9lKA8AOo+liFAFlZNefRdK42eQcuG7GJVROuzWZzQ9wCQ16fYBEiCqOSop68Sa7d5GeTtaH+XakTZ3DPmLiWRae5qslohQoVLIAxBvh+lI9mjdxkTW4/dBCglb44Kl8dFSMk77xkpcnVuHXhh6tuVGEsl5KSTRfLJkQHQTRjvzz/sFzJSEiEIaPJ6zBc+1VsV5qwbtL41Efll4U2NkdxN8ytjSOXIlqtZtvR71pHObebkyCbm5UCGCE6uHT7miPk28rfNdvGbYNYzo64yh13O3230rgYHbbO13bry+vK+ikIiXh7D6zJ5qVeT/SSn7XmbRnmRN0Nd1lPvcntwe1kxJd5hyyJa36YG673eCMHE2IWKAJzG3bQ9aWdK1/LoNa641p2cBtqAlfWpanJTWgCt6UuTU0u54ZsyoYacgAhxGvXkyhoM7NW13I7aQJrcz1NTdZ3P5uBpiaXc6PXcutdK02aNGnS5KZoGvImTZo0aXBuhSH/g1twzPVira7ldtIE1uZ6mpqs7342A01NLueGrmXDfeRNmjRp0mRtabpWmjRp0qTB2TBDLoT4iBDiuBDilBDi1zfquGuFEKJfCPGMEOItIcQRIcSv1Lf/lhBiXAhxoP7z0evcb8Pq0tTkcpqaXJn10KWpySq01uv+AxjAaWAEsIGDwO6NOPYaXkMPcG/99yRwAtgN/Bbwaz+IujQ1aWpyq3RpanLpz0b1yB8ETmmtz2ita8B/Bz61QcdeE7TWk1rr/fXf88BRoO8md9vQujQ1uZymJldmHXRparKKjTLkfcDoqtdj3HzjvmUIIYaAe4BX6pt+WQjxphDiD4UQLdexq9tGl6Yml9PU5MqskS5NTVbRnOy8ToQQCeDLwK9qrXPA7wNbgX3AJPC7t+7sbg1NTS6nqcmVaepyOWuhyUYZ8nGgf9XrLfVtDYUQwiIS/E+01n8OoLWe1lqHWmsF/AeiId+10vC6NDW5nKYmV2aNdWlqsoqNMuSvAtuFEMNCCBv4CeAvN+jYa4KIUjP+J+Co1vr3Vm3vWfW2HwEOX8duG1qXpiaX09TkyqyDLk1NVrEh+ci11oEQ4peBbxLNNv+h1vrIRhx7DXkP8NPAISHEgfq23wA+J4TYR1SV8hzwC9e6w9tAl6Yml9PU5MqsqS5NTS6lubKzSZMmTRqc5mRnkyZNmjQ4TUPepEmTJg1O05A3adKkSYPTNORNmjRp0uA0DXmTJk2aNDhNQ96kSZMmDU7TkDdp0qRJg9M05E2aNGnS4Pz/252nHWAKV2EAAAAASUVORK5CYII=","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 40%|████      | 20/50 [03:33<05:17, 10.57s/it, generator loss:=2.21, discriminator loss:=0.266]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 50%|█████     | 25/50 [04:27<04:24, 10.60s/it, generator loss:=2.34, discriminator loss:=0.229]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 60%|██████    | 30/50 [05:20<03:32, 10.65s/it, generator loss:=2.42, discriminator loss:=0.225]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 70%|███████   | 35/50 [06:13<02:39, 10.60s/it, generator loss:=2.55, discriminator loss:=0.216]"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXIAAABcCAYAAABz9T77AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAA/GUlEQVR4nO29eZRdx33f+am629u33vdGA42dAAhwp0TJEm1LsmRaiiLJdhTL4yU+iZw4zsyJxydnJpM464njjKXEiZxoYsuyZceSrMWSKUqkKFJcRBIEAWLfuoHe17dv996q+eO+BgFiIYDuRqPB9zmnD/C2++p+X93frfrVr34/obWmSZMmTZqsX+RaN6BJkyZNmiyPpiFv0qRJk3VO05A3adKkyTqnacibNGnSZJ3TNORNmjRpss5pGvImTZo0Wecsy5ALId4nhDguhDglhPitlWrUeqapyZVp6nI5TU0up6nJzSFuNo5cCGEAJ4AfB8aAl4Cf1VofWbnmrS+amlyZpi6X09Tkcpqa3DzLGZHfB5zSWp/RWteBLwGPrUyz1i1NTa5MU5fLaWpyOU1NbhJzGZ/tAc5f9HgMuP9aH7CFo0NEl/GVa4AAgQApQQrQgFKgNW+ezYSI4uMihJjVWrdxp2pyg4SIUqVUveipa+pii5AOyxhaqdVv3Bpxo5rA7dVXhGGAaDxoXBPL3SUeIkqNysVPrStNVpMCi3MNm3JFlmPIrwshxK8CvwoQIsL94r2r/ZUrizQQlol0HAiHwPPQlSra99H1OlzUeaf1GPNMMcHI6LUOue41uUGm9RiHeKF4rfdcoomI8kDkg6hKFbS6ROM7hevRBG7DviIECImMRhCmGfw+SqNqNbTrXd/vJRp3gDe9b5pxjulXrqMJN6HJ0ncusc761Hf1X17TpizHkI8DfRc97m08dwla688BnwNIiMz6Ug9AK7TroXwfGoZFK33FDusQpnrpiOLO1OQGcQgD2Bc9dZkuF2uStDu0iEURnhfcLO9ArkcTuA37itagfVSp/Kbnb+CGe5X3OYRRXDILWzlN1pnhvlGW4yN/CRgWQmwQQtjAJ4Cvr0yzbiO0BuUHI3DPRfs+KP+KHSMhMlQoAth3tCY3SII0QOhG+oqQd3Zk7M1ocluh/Ev/VsBQJkijUKxbTdaQm75atNYe8GngceAo8Bda68Mr1bDbDq3f+LsKEsEW9gBs5u2gyXUihQQ4x/X2FeWjiqXGVP3OHEndsCZvA6SQhIhAU5MbZlk+cq31t4BvrVBb7ghaRRdoXtda37PWbbnNyF23Jhpw3WC6vtY0fMJGLAq2ha7VwXXRnof2vOUe/fo1eZtgYqG13rzW7VhvrPpiZ5PbGGkE/yp/bdvxJrRSqLq79qNxITC7u9CpOCc/mSG+fYHqj1pInVSkDi3gHzmxtu2701jr33sd0zTkdxpCNELDJMK2gueWLhDRCKMEhBBgNX5+13sjdEwp8H201oFrY62M/G1wcxGGgU7FqXXGaN8zzb/f/Jf83dwvUSqGiY+G1rp5TZpcoGnI7xCEaSIcB9neSmVjK4V+m7kHPJAaUTHQpsZIuEipEFIjpSbs1DGkpu4ZaKBWs/A9A/NUmNAcdD6bQ7927I4NAbwm0kAmE5z4VIbuXVP8Qv+LWMLHHA3R9WweY2yWZTtWmjRZIe48Qy4NhBRgGMGos4HWGpRGe7fBlH0VELaNjMfw2hLkB22yWzW/+fB3sITHyUoHMbPGw9ETRGWNkPAICZ9uQ+MIk7J2cbVm2reYVxH+75bHGD/fQvJslMiJELpWWwl/8LpCWCYiEqF71xT/bcsXcZFkVYjQvEAcH8Wv1ta6ibeOxjqBkOIKr10hXuIaIbp3DA1NgCvrErxwyUPt+6umyZ1hyIVAmBZGdweLD/RQaZNk99YxQx7SCBbMvLqBKlps+KoifHIWNTN3Z2w4aWxYKv34Ts4/pogkKwy3nuFdsVnuDZ/BR9Bp5bCER4tRwkdwst6Bj2TKzBIVdTqMOiEBrYZLxsjx6Q1Pcaa7nS9m7qH6nrvo+YEi9vRJdKWCqlbfuk3rHOE46N2byfVFGEocxRCaj7/6i1SOpRh4tYquVIKL8k5AiGAQEIsGA51aLQi1dT2EZWK0t6GSMebuTVNPCWopULbGqAqEgmqnDzEXITUI0As2Vl7S9byH8+39wDq/vt6EsGzkQA8qHiG7I049JvBDAm2Ab4OWoByNMhv/WoEuCGh9SdL29Di6UMSfX1jRdt0hhlwiLBOVjrOwQ1AfrPJn7/hDtlg1YtIBYMyr8GK1j3936GexFxPIYhlRd9HebRAZsQyEYSBsm+wmk88+8nl6jBy9ZjB6rmqNqyEla/gIDDQFZXPezVBTFgU/RETWCDnjGIZLXEgsIfnp6DREp9m+a5xXNw3w5el3EX85Ar4PbwdDbpoU+yIU+g26Qnl8Lai9nmLguzWck1N4d8rsZGmkbduIeAx8BVIgXA8FSMdBtSSodkaZ36uwO8ps75wibVeYrCRwlcHP97zI/aERQkJhCfhqYQfPZ4c4PLeNrscF+g653y0hbAuvLUG13WF+l8DLuFixOrbtEw/VCJkereEiSatKb3iRVrOIJTws4fOv6z9D5nACQ2tYzK3oIPKOMORGMoEa6ia7LU763hnubh2nw6jgInilBnUMUtKk08zhfHCG4/tStD67icRondDRcbzJqbU+hZtG+z5UayRGfP7xSx/Hq5mIRQvpCoxKMGoSHggNWoBQYFYADdoIRhC+A8jGaMLSZPbN8FD7WfbGRnlv/DBf6HsH5R1dhM84kM+v9SmvKsJxkJk0k+8UtAzPMlOL859m3kv8LDhnZ1H5wlo3cWWQBsbwBuYeaKOWERQHFNpoGBUJ2lRgauxYnUiowId7T9DjZBmw54jKGnkVwtUme53zdBqNDzWo+iZCEbhX7iCEaSJbM5x7d5RKl889e0+wKTpL0qxgCb/x55EyyoSkS8YokhA1pNAYaH7ynQf4Xs9mzAN99DydwZzJ4586uyJtW/+GXAhENEK5L0p+QPIbg8+zyzlPSkpKWnG41kNVW+wJjZIxyvznbX/K+HCK3yh9Ej9k0zmVgKnp9Tv9Uz5aK2LnyuRfihOZUaQPZJGlCnp+MYh3rtfRSr/hy7uSX7OBCDmM/sO7+Ju9IbZvn+B+x8XpKFPoi2Ev3uHJiRpuBp2IsumuMf7xwBN8buIRTsy10zbu4Z0bW7/95GKEQEhBrTfJ7IM+qa48v77pBTJGkXazQFxWGDLLhIQkIi0kEsmb/cBBKgpDRABwtY/bGH7XVWDI7yiEQJgmKhmltrPC3v7z/LPev2aTKTEaa3Fl5eKisRBIIbAwsIR5Qbv/0PUDap1P8oHEJ8lOtJOUAnlarEifWhtDvsLxy6o1yexuk9qGGp1mltNuO//w6HtYyEUxT0YwauBFNMoC3VslFK5jd5bJZUwis2mS5T7U/CKqsE5HW1pjTC7Q8YqJka8jZhfQdRdVqwWhhA1/7oVprrh6xxG+j1GHStWmrBwkknt7R3nmgc3YhSjxH92C81kLhMBobWXqb22iOACPpU+QVyFePbyBxAmT0NgCap0bceE4yEgEd9cgU/eGKQ36vHvPETZGZnkgfJqIdIkKD0tAXJpYwrjEiBtC4jc2aRlXGAwYQtBnz7MtMcVoZANCrn/XioxGEd0duJ1Jzj8Sptrl8+GtL7E3Nkqn4WMJC4lAEQQOSHymfUVBmfzpwgMczPYQNetEzDo/0XKYD0bPsqtlgifuaQURJv2cZCVEuvWGfCnOWQp0fWV8RG46BDsL7OmYotPMcbDQT/3xNrpHPWI/OIqfzQJgxONk37+dQl+YTR88y3taj/P5199HZDKDVaujisV1O+LyxsaRY+No4C27xTU6jvZ9jBr4FYOqDkYTj7UcIHN3mSeP3kd8JRt9GyEMAzJJ/Pdl+djg69wdGSXrR0gdMul6eh7G16/7bQnpOIhknNndYe776EH2xM/zWPwwcSGJSQeJDdhXNNJLXO21wJhBt7nInug5vhl6MJj5Cb0ihmpNEAIRiVAZyrC4xebjH/s+74gdZ69dICItHPHGDNUg0MBAsOBLRtxW/urobkKHw3hRjR/S1O83+ED0LA8nTjK7O8bRuWEyUqzIBua1c62slP9MSNyYyb6eM9yTHKHTCMLCwrOK8HT1jVSzQqBqNRJnSpjVMDOlGLJNwX05TnXH6H+8j8hzNVS5jK69jULLGgjTRA4N4LXGyO10effO4+wNj+DhM+GmOVVow6gSLJCt05vd1RCOg+zrpjKYYiA9xgZnlucKmzhZbCcy6yMWcqh1HG4oLBsRcqg8uJmp+2387UXelTrGoD13YYH7YteJf5Flqeg6Pvqy2YiLpqo1f5nfxeFiN4fmu1jMBYZNAy0j+vZIsXAzSAO5fZix92eoJzT1do9oW477o6cZNHM4wkYSzE4UmqKqkVWK3515L68vdjE62oY5b5I+CbEJFz8kUZZgf3s/L3W1YAjNIy0neS29EeEEwRjLDe9dgxG5fOMHXiGDUI9LfrHjGbZYOTqMML6WxMZqmCPT+EtGWQehVeLVo8TPtzD1iU4s4fPZ3X9G/O4qn5z5DTYcTSK1euMzbxcavuHithby/SY/dfcr/G73s/ha42rFuVqGkYUM4fKdZcCXkI5DdaiF/KDFu1Pn2OpM8P+NPsT4WIbhsSreel5DAWQ4hEjEmb7X5tOf+AY7nHHuc6oYQiBxLnu/IjhXV/tklYeroaolCoHVcH4XlMW8H+UPjz6MfypG+yuKTSdy1DpjVNMmyeM51qViDY9B9q4Uv/XLf86wPUVK1gkJTYfhYBK5MCtZWheYVZozbgvffvZu0ocF256ZxT9x+tI+IwSRDQ/yg7u2cndklI/HX+ezbT+GCIcC27TuDPkKIqNRZGuGakoSl1VCQlDWQf7qetLCSicQ2VwjEF8Hd9p0Gp2MoybCfCF5P58cfJEHwqfRuwuc1d30PJtGPnNw/ceXXwtpIG0LMdCLnwwzvztGNSMobfCw00UeTJwCYNqvs6BsvnNuK2p/kvj4HZgbXBqITIqJh21qfXVcbfBsaQtThzpInwFzdh5/vfaDRnihHuwmP5yk0u+y1ZmgwyhiiTcMuELhas2o5/EXuXuYqCV5faGLcs2mUAyjfIH2RSPsSQeTMk+AJ0kcM4lOKWKjZeR8npCvsfIOcrGAp25wVC4aFbjWgoZWZl835W2dLG6VDFqzdBo1IkJgCQOTYG2vpl0W/Bp/XtjJSLWV56Y2sJCLkjkkSJ6pIXKFy22H1hhVOFloo9+ZJyINdvZOMPqJLSRPu4SeeHVZxvzWGnJxjV1QN4FMxKlubKfaDi2yRkiYZJWHQlBpNbCKcexxG+ouoILcGd2tuOkwyeOCwnw7z6c2cm/4DP993x9R3WvxD9Xfo+8Fs5FCdZ369q6FEMGuxWSCxb2tFAYkn/i5J/lU6mXi0mistBso4IyX5FC1j/r+NBu+PAtz2fVr1K5EY/Tldab4qQ++wIdSB/jr3G5+OLud/sfrOC+ewH9zAYX1hJAIwyC3PcXkuxT3bj/DXruAI4KFzCXXgK81Re3yTGWY//ncOwhNmnT/sEZ8oUrXuVF09Y2dvUu7pZd2Si/t4tRa4WkNE8HrXvCmG2uuYayhIZdI26K6qZ3RD0q6Nk2x3aqSkJFL1gV8rSioOie9GJ997d2I82E6X1BsHC9jnD6Ov7AY6HAF7ILmxFw7W+PTJGWY3+7/Jl//5b386TMPseVpex0Zcr2CsaVLCaAaAwUAH01NQ4+9yOx9PvkNIRKDO3DyivjxLKJSwwtbIMDJBzuu8m6Q/Cgu68Spo83AX4zS6NsgcdPNIiMRZHsrOhqm0hvHD0uqKQNlgu8IvDAUN3k4mRK7wudINaIUXO3zmcWtvJwb4MBkD5X5MF0nFCJbuON2dRotGUoPbiS7yeTD4WkAvje2mcWxJFuyZXS1tn79vICxaZB6T5KF7YLBTdPsS57DR5NTdSb9OofqnXxjfg+L9TCTpQTTs0lSh0zCCwp7toQsVFCVYJ3pQuTTxV9wJYO19Jw0EIYIrvfrvI6Cbf3LO+cbZqmUY38P5c0tLGy1SPYtsD09jdUw4L5WzKsK3yptYLTWyhOTW5nLR3FejxCa10QmK5iz+cZO8aufQGTWJ3ciwYF0L377AeLCZVNoGh1afh+79a6VlTCOS3kOGlMxocFH4GpFQQUx43/yvv9KVkV4IreTQ4vdTP+vHmLjPtJVSE8TnawRmpPMloMFmrjwiEqB72hEyAnC9tzlN3VNEALZkqGwp5NCj0npHSW6W3L8o4Fn6DEX6TPzRASEhEQKQUiYSKxgyqg8PvPMo7S9YNB/MI88ewJVqeK9qT7pnYDq62T+F0vc232OhyKnGXEz1J5vofeYHyTFctexK0kIFu9pY/p+uO+e4/xeX1Box9Vw3nc4Uuvhv555hPrX2wgvaJKnC6QLOfT48TeCA7QOFnlvws0oDCO4jur1649OW4ObprQtRCxKdl87sz9dZbBjik/2PM+gPYcjguyhCs2Repx/tf8DcD7M0FdLJGfyaLMc+LcnpvHK5bc8x9jhGfoLGY629OBt9mkxNHtD57Bi9ctrit4g69NHrhv5CwwZrAibgYAKqCMx0LQYZeKyzvbIBAU3xMuRXnxH4Cx6yKobjOYjJr6SKH3R1Cmsob0FMWesr+3oDb+37GijNtRGvtNmYaeg3upyf/95hiJz7LAnyBgurdJuxAgHnUehUSgWlMd5L4I9ZxAbr2Ms5PHyxTtyvUCYJips0p+eZTgyw4ib4dXyIOEZTXiqil5Pv/2babiMKi2S2MAi22JThIRkwhecdls4WOnnufkhpsfSdM8rpA+lgRjCj2L1pVCWpNJioKXAcDVCgVFXyLomcnoRUSwHbgDfRxdLQe74NyGTcUglELki/tzcqp/vzfZPMdRPbkea+bsEu/vG2BqfZqM9Q0ZWAYdFVeHlWoZvZXdhHosQHdeY0zl0No9w7CDd83XmztelMtZcCFFNAsFeWGNpJLpM1qchh2BHo2VSSxr4YY2vBXWtKCuHkHDJSEmr0FjhUxgonovvwncE1sQiamYO2dEGxHE9gzrGhZKvfsYlvz1D4piE2dm1PMMbQoZDyHSK7P09zH6kzObOSX6n7zu0GSX6DIUjzMYIw7osFlg1Vt+P1Ft4rdJP4gyEXjmDXy6vXV7w1QxzlAbCcXATNh/peI09oXP8yfxDPDc5SNuhIuK1E/jruOizMILzK2xU/N6Or9FvLuKjeak6yF9O7ePoWCfh18O0TWniZwvkN8aYfNRHhjwMyyeTKPP3h75Pi1mk4IcpKYdD5V5OFdo4/9UNpM54mCUfo+ZjnZuDpQRQSjXcnQLd20FxQ5zYmRBcryG/md9bNPLG32i2xcasfvqdLWz4Oyf525lT/ELiyIX1AxrRPEfcKP/PyQ8yfbqVbX8ygZqYwqu/qXrVdX6nml9A5PJY+bsvrDVJgsVjllmjdv0aciHQ0RDlTomfqmMITUFJjtW6AJjyc2T9CN+au4uT821EJzWheQ9drqDrLloKlCkxDUVU1LFEcIc0HZ96zEaF1pk0vo92XaSr8V2Dmm8SEi4GmgWl8HEb4VKSGT+GIRSdRpGQ8LEE+BokirRZotwlcHcOYp+ZxpuYvLNG40JgtrdSvHeA+e0mGbNIVkV4cnSY2rkYnbk5fNdruO54Y/PaWhbZuEGEaQapBixNQlZxhI+BIGWU6YlkmUnHmOuxcWMSN5qg3Knp658jZteIWTW6wzn2hc4Tlz5VLSgrk7hRod0q8Ifb+qinTYyqifAgsrEPq9SD9DTS04SmKxjzBXzLwKwohLv6mukbjY6hkfbZcagnBPemRtnujJOQwXqZQpNTVU65Ib6Tv4vpE23ERiU6v7x1oqV1BuFDTXtUtaamTbRafgDIOrNWDZamjj0xqg8UubdnnJDQHHNTfGnsXnKVEKWKjTcXZtOfVukeX0AvTqDrdfxaLbg4bQs/bJIJlxkw3cZdGBLxMuXOCIlzTiPYaH2gqlWou0THOnBOxDnldnCgawBL+EzWU5SVzXglRbYe5tRMK0LAQ31n6Q0v0mVliRtV7nLGGbSyfOsnT/P6jm66/6KXyLfmgg54K41YIy2xXmkfdeO4pb39PPwvXuC+2BkGzXm+mt9LyxejxI/Moc9PBG+1TIRhIBNxME3UYhZ1HX7Q2wERjSDisQtJsAyhsYTBPc4UQ+1zlFst8ltCGEIREi5R4dJteo2pfpAnJCLsS1xvm61ZVGSaj75/P1VtoLTARzDrxykphzP1NqZqSb721H10Ph8lPF0jfGoOsvnV1UxzU31TJhLQmqLSqfjZ5KvEhcQQEWrapaDqvFhr4fdHH+XEyW62fW4R5hbxF7LLb67SCE8wqzRlZTHjx/C9xmh8GbPQdWrIJRgGblSyoW2ebfEpQkJgCx9DqqDizbko0RmBdW4Of2r6stAeP+ZQT5mk7Soh8YbJrnsmZgWEuw6jFZSPLFaJTMTQ0uZ/tj+IIRXFqoPnSeoVC10zsOZMEPD92jChcJ10tELCqfKpnh+yw55ie2ISr0cysnUDdn4nzsg8/tjkLTPoAkCKFXevGPE49HZS7DHZFx2h21zkQK2PV7N9hGZrML+I9v1gAayvGx0NUWmP4NuS6OkIxuwCqlC8/Xf++j54we/kN4yxRBIVEkN6+NJDUSEkBDERuNou3m5+GTpwzQFsMN/4PRSKslqkqhV91jxTTpKvde2m2B3GKprYlVrgP77dEALd00ZuawK6qsQbrsZJr8hxN8F38vs4mOvhxMluomdNmFtELWRXvO/ntcN5twVVNQO31DL6+ro05MIykbEopS6D39vwVwyadVpkmG6zwN7Meb6d387QV0qY5+fwp2cuM+LCNMltipLbIHlnbIawsAHw8CnORhl6vYY9kV2XpbzUqVHaJ2fAcRB/HAagRTciTpQOVtldN4gHdmwwDLz2BOVMC7/364/y6aHv87dSL/Mrmed48X/r4+jPdfOVL76L/i/UUMXSrUksJhtZCFc4ll8N93HmowkYLJMyShyp9fA7+z+AHA0zPD6Bn80FU+5MmnMf7qTU79M7PEN7pMDxb2ym9WCKyNEpvNHzK9am1UAVS4i6i6j14ergErdEsD8g1njPxYmwrsRSjLlC4evgXwCnkSQq+JyBKQ0SQMbw2W4t8OFtB3g8upV8LUXouUKQIuN2QhoIw+Dc+1N8+OPP8GDsJAkZ4lDd5YnSXfzh6w/T/ccOzkKN7eMT6EolGImvpBEXwSLnmXo7X57aiz1jBjffZbA+DbkIRmvKhE6jRlI6GEJSUBZH852U5iOYM7P4c/NXD7K/ymKxqEusfAVqt1kHvE60W8fP3kDbpYFZbsUopBgdbeHL0b38UvczDJkL7A2NMWTP8GfpR9DxKMJ14VYkiNQ0RigrOCuSBn7Mxu+t0teSI+tHOVtrQ4yFiUwIqLtBgYWBHurtMUq9PvHePPe3jdDvLLB/YCNGxUJ47YQcG2YX8BcXV659K4j2fXA9QnOS/zV3L/cmzvJQ5DQGGokmJBRRKajrYF3JRVJQNiXlMOGl8S+O4kJioIjKGpbwaTGKRGSNYbNKQoYu3AgMJCYGW8OTjLZmONSdRm8ZwJjO4o2N3zYuKSMWRcRj1FoVj8YP020WqGmLw/VuvjG+Cz0SJXJqBnIFvJnZFW+3kAIEWCu3LxJYp4YcAMPg4hTJvlZ8u7CL6T8aZOhcHTU9e9XRgPYVsYka2nAYq6ZQ6GAhEB+zIJHnZ1CF4i06kTVG+fhz84hsjm2fGSDf3sf/9Zs/zb/Z9lUGrSyDZh23w6W4rYXYSQPm5le9SVqpt9xccUNIAxlyyHc7/B/7vkFIunwnu4Nnzm1k8OsV7PHFIA9PXzcnfqkFe7DIL29+jr2REdqMAiHhM/ST08y+N8EXxh7g+GQLXX/VSvTLL65M+1YardFuncEvTXHuB8O88PAu/uC+RRzLI2R6dMdy7IxPcLbcysG5bnLFEN50hNCcpP1lF+kq/LCBloAA35bk+yVeBOoZhYp7/NMHv81H4idISvtCvLUhJI/FTvPuyCn+/CP7+M5D21h4vJ/uz87eNovF3s4NZDdHiG9a5G6nRE5pTnmK3zn4Afp+TzI8N4MaHQtGyCttxBvVvJSlSUqDYXuK+zMjHEv2vT2jVoRtQzyKH3hEglAe4bPoRojOeNizpWAkfrUfQivwNdLjQgy5i09Z+UgXqFTvnJqM14H2vMA3PDKGk02yON/F8Vo37UaRDkPhxGqU22OEp0O3LvvhCl70wjIR0ShuVLA9NM6sl+C1uR6qU1Gs6Vl0oYjubKPaE8PsL7Gna5yMWaSqLUbcVgC22tPstuf4UXKIuWIU37k82dTthh6fwlrMkegZZrojSd5SYGmm4nEm0knmixEqUzGMgiQ+JYjMKKIHx9F1FxENg5RoGbjgpJvCjQoqeYkbs/nWpruwhM9D4TP0mT6OsLCEQVqGSUrNu2JHCXW7/NeWriC4YK13SjfCDattDsU+wVAyR0TYjCqXA9VeqrNhzBOng6i2VV4D0QIsDELCI2LU3qjMtAzWpSGnt5P5e1ooDwRuk5r2cLWmpiy8kEQ71rU/bxjUUzaVjCRlBZVO5nyfcT+GURHBSP5tZMgB0DoYBQORo4P8vv1jsBs2JY/z2PAh/sbexrxO0fqKdeujWJaJ0dZKeWc3hQFokRW+UrgH83+0MDxeQRTL+INdHP8HDoO9s/x23w+Jyjq//erP4E5FcBYkwod3P7afX297kidObiX8coT42dLNN2hpF98q3w9VpYKo10l/7wzpVxIXFpC1KdF2lKinELUF8BWi7kKtjj+3EAx0LirpJwyD+MwCwpBgWWCZ1L7bzhfSH+Kzv1bg/9z2be51xtlgxTCExAC2WCXa4of4TObRoB5oubLyUUg3gHQcRMhh6gGDj73/GX4sfgSAz8+/g6+9uJfWl41gIXs1ffpLu9EJinD4QNl3EP7bNPzQjzmUOwRmoo4kyLFS1RqFwHcEvmNgCnHN68SLSNw4hI3ghysoi1kvgfQD18ua1htcKoorxRuZG28Fykd7HqEFTWUmxGQ92IG2LTzBZEeCV1PpN7Zd19aPIdeJKIU+k3qLT0j45Nww8dMF5PQC2BZu0mHb4CTvbz/MDmeCrArjToeJn5WE5jVCa8bKKWrawMvbRCcVZr761gU81ppGelR/egZmZi88d+HlpRvKUl+7OC/KRWtLGqBSueTQ4pxBJBbl3Ae28oPurfS0LNJvqgs+87i0MXARIb/RZ9Y2emUpJNNt8fhg4gAZo8qiglOFNiLnTcLzXmNxfRWvNRkkrFsqb+pqg7wXAl8Ea0LLYP0ZciEobIgSfvcsP9F5mpQ0KWufCS+MKXzygxItQ2QO2lfdYi9sm8UtEm9Hkbsi53G1z4+qG3g+txE7pxvGcw3CD4UIRg62jUgn0ZYJizlUsXTLfIza9cgcLmPnw7xyVz9+W1Alfahjhk/1b4OBHoz57PopWC0NFu7O8BN//4fsiIzjCKj4FqLmgmOT29dFbsjgH3S8xjsjpzjttvCj0kbaXxRkXp2j0pegmjEp1B3G/STREZPM82Po5cQUr8XC37USXGn/+rt74zPa81DFEpu+VGP/D+/m1K+28pXNX72QPRMI6laGXdyeDKZlwlotDgtBbc8Gspts+gam6DUrPFft4aXiEEcPDLDx6RLWVA5vla8vI5NGdWTwYgpX+xyr9fGDyU2E5pbnH4f1ZsgbI1U3KtjbNsZd0bEgHafymFdRKr6NH9J4IREshl7tMIakntD0ZvK0mMGiZs4PM1uNBT7ytcQwwDDQ0TAqYmO4wUYNVSzdslGwmasSDpsU3WARos3QxGURHVLokAnmOuk2jfwz1Yzk11uewxKCM57DfDWK5Su0bVHqNKi0awbtOZLS51StkyP5TsLzPszMoweSeGGB6xtMuSmsPKipmSvmF3m7oT0P8/h50pNxRj+Woqa9RiHiN6492/ZwE1GM/BquKQhJpdWi1ANbYlmiQjJWb+Hl+X5C0xLr/Dy6uAxX2XWi41GqHRF02MdHM+0mmV+IES800gIvg3VyRTYQEmGZeBHBvvgoQ/YMvtYcdxN85tx7OTXZTuo8RKf9q4YdCtMEx8FPeAwnZ2mRpaBorLXAlvg046ENa+f/bSTgEYZBcThFud1A1uNIT5N5eQ7/+KlVb4IwDMr9CfKDJpvjWULCpKbr1DTIkhFE9JQrb32g2wCzq4P6UAflHk1ISP4ov53/8rX3Ex0TdBmzlDekSP3MOI+2nKOkHP44u48v/tl7iZ9X6HZB/iObKf94kbu7x5gsJ/gvpx4hOuMHRnwdp7e9Ka5iaFShiNSaUq6FQ26EIbNIr2khkYSEyYbMAmd3pmgx4jiH16BMYCP//uJWycDD53hfyyEsIfmTM/civ56h+2QFNTu37Ao916QRuz71nnbMD83xse6TzPk+/+vs3Qz+icSZWEC5y/v+5Y/pbyFCBlvzfRt6rAVSsopCMeUlOTvbgp5xcHIaq+BdfbHSMIJcFCGfDidPSHhIJBFZI2bW1lwR7bloraklDcrtgmKvoDAg8VqiCMtedrrLa9LIzVxLGVRbBRm7jERS15qSNjFqAp3Loyvrw5DrWIRSj4Ob9JFCcKLcSft+RcvRKtowqCUNPtR1iA+lXqWgQhwrddBy1CN9MEs9IShsgB/fcIxPdTxL1TNZmEhiFfw7MhvkzaJdD12pQtXgvNtCQQW1LCUCE4OOUIFqW9CfuUZR59VEGAb1tOI97cfZaM8AsDgfo+X1EvboPKpaXVVDLkNOsIGxD/7Rpid5JH6MeeWQnY8ReuUMnBpZ9uBxXY3IhW0jolG8MAyZC9hCcd6TPL64k8gzMSLTPsmD84hiGe9KxXKlgdHagt+eJp0pck/0LBnDxdWCp/NbeWp8mNDC2o+0hCHJbQK5Pc+mtjnanCI/dHbRkdlD9MQ8/qmRlTUmjdw1RmcHOhlj5j7YtOsc70sdBODx0iYen99BeFJcCFVcD2T3tKL+7hyPdYxQ04qFegSzrFCGIL89RS0l+Oz+dxOKPIRhKITQGL+YpwB4Kot0DR7/9j08vXAv8XM+G+ddnJNTV60A87ZEK7TvEztt8q/b38evbP0hm1NnLrz8U5nXyD0c4lBlC0nDQK/RTVBFfHaGzzfS00qoGRjzi+jS6g1KhGkGu8g/tIu5uwWb7h/lgdAo3yru4DPT7yU0Yl9SfWk5vKUhF0L0AX8MdBAsYH9Oa/3/CiEywJ8Dg8AI8DGt9equZjSS1SsbWgxNVcOUH2KkkCF1sk5oqoQ+P4Gq1694hxNSoCMh/IRNJpKnz1wgJAQuPmdLLSzOxOkrv7Uhr+oyh3mJOlVA0MMG+sUwrq5ziBcAdgohnuBmNNEahKSeUdzTOcnPdbzIdnuaDwxvIrsQwc7GMcdDQbZDX124kC589iYQjVmKTsaot0dx+or8bM+P2GrPIglzpNzNwYluEll91SiaVdXkJim3S/758N/QaeSoak3VszBqCm0Iqukgwsk5E8KzHaoJhUjW+Vf3/RVb7Sn++9wjHFzoxj8UJfXSBGpmDlUq3XDahmvpAgwLIU5yq66fVSQ0r5kfizMy2Aq8Yci329N8tP1lXm7dhDAk2ru2JmUKrKgmjVmAsBWdRp6oVIBE+AJRra9eSGSjoLkIh8htlAzdN8rPdB6gy7CZ82KcHG8nMc+KDYyuZ0TuAf9Ea71fCBEHXmlckJ8Cvqe1/rdCiN8Cfgv4p8tu0TUQ/d0s7kxT663jCMmUL3ixvImx2TTD5/Mwn0VdVJbqss+bJm5HgmK3w/boIt1GnawSZJXJgVc30vekInZk7i3DygSCYXaREGk87fIjvkdGdzDJCBnaWWDmdeB73KQm2vMITxjsT/ezKzHOoDnPp3a+wOsD3Zx4bxu53GZUzYC6JH7apO1ADWeqiDpx9vKIm7cw7sKykUP9eK0xRn4qjB6s8MtbgkiVjAxi9P/69A5i34mRPlq86vFWW5MbojHD0BIs4VHHYMILM1FM0DqWQ1RrOFNRtGXghy1KPSGqP5/l7vZxAF6oDPG9v95H+pgidWAWNbdw05tErqULUNBaD9+q62c1kJEIIhKhsAE27hzn3tjZS17PKpuxeguyJhoDD31lTehkkhEMLDztrpgmQr4R+OAjkAT5Yro2zjL2kX5aD9Uwn3xlOV9xKdLA7OlCJWNMvzNNfqNm874Rfq33+ygk3yy38aVj+2j9TojkmfKKhTy+pSHXWk8Ck43/F4QQR4Ee4DHg3Y23/RHwfVa5I7rpMIUBSbylhIVBWRmcqbThFazAiC9krz1NkRI3aVFNSzqcPElpM+1qzrstxM9IYk8fRV3HVMsRYRyChFSmsIjoODUqzDLBPt7FKV6H5Wji+9hZqM44TNRSlGIWP598mVRaUupTlLVgwosz7qX51x3vI1tMkDTiOCMWeCIYrV+Ig7/GVLbhE3fb45R6HDr3TfH3Bn/AQ6FRes0wrvaDzVYTUdpeyiKnF646Il11TW6ERnZMZJCcyNUGWRWhUA7ROj+BN79woZyZYVokdm+mv2WW96SP4iM5Wemg8wUX56mDQYGJZVxo19IFWMp3cGt0WWmEQIQcRDRMrc3n0fZjDNtTXBy1UtUWc24M4YoLA4zLNUk0NBnHwl766MpoImQwE9BB3LZBkEDs7pZx/npnC6FFm9RK7VYWAiEFKhOn2hllcZ/Lh/a8xmPp/TwSqvNUJcSPitvwz0VpeTHI5+KvUGDFDfnIhRCDwN3Ai0BHw8gDTBG4XlYVo+TizGuypRAuPj4mqpFwRVgWwjLR3lXKLkkDEY0ydZ+F2lxiT3SUsnb5D5M/xUvn+2k/5weFZm9wmlPRJQpkSZKhTg1HhJd27N20Jrpep+OlAsmREM+M7+WJ9rsZ2neeD3e9yvbQOENmkT4zT4dR5Je2PM+3UzuYLsQo/O3tyIJBeEbiLGrSx2uYuRpyZCK4wSkVpDfobEWFbGodEepxycw+id9Z59M9r7HXOU+mMYJ5vhbmSLWX8JRETi9cd/6Z1dDkhtAKfB/hwbwf42ilm+9ObME/FQt2MTYqyhgtGUr3byA/YJLQk/wgt5knn9xDbEzQfWICb4U3iLxZF2AphvHW6NJAWPYbdWnr9RsqkLwUAiyjEUQoxMJPbiS/QbJ7+2neFT1Gn1EDIhfyF31l8SG+9tJeWk9cufB6oMkiSZ2mTo3whfyMK6OJ9n103UVmLZ4qbofYEZKyzoOJU2R3hHn1zHbShrHsjXfCNJEbB4OZ7YfCWMN5PrrhCD+eeJ1Oo8iiUvy7kQ8z+XQvXYf9IGVyZeXKCV63IRdCxIAvA7+htc6Li6IntNZaiCsXnhNC/CrwqwAhIstqrKzWCeUUftlEaY2PxNeNdpiBn/eq7ZcCEQmhthT52W2vsNWepqo1L44M4hyMEBkv3PD02dMeB3meLezBFNYlW66Xo4n2PHj5dUKGQf+Rbvx0nJN2Lz8IlUi1ltlulUhJg7CwGUof59dSx3DxcbXi2WoHn594B0fGO9EiTGTWIrkQQ9TqaK0R4RCVviT1hEFu0KCe0gzde54HWs/ywfghNprBSMnD51C1j+/PbSE0p4NMktdxk1stTW4UrTTCh6wf4fVcN3NHW0mcIzDyQiIMIBVn7i6TSqdCacHRxU42fK2M3H9sxYtN3y66BL5bCxmNoF032FHoq2ARMmjMW3xeBmsqkTAkYsztgQ13n+fnul5gl+1jiTCGkHjaxcXnwHwvmf0GybO1y0I2b4kmyke7HmZRcDDfwyZnmu3WOHucMTo7sjzftjWYvSl98ymTReC+qfUkKfTZ7Hr4JP9p4K+IS4OQMFnwfbJKcOZkJ1u/voicywWzwhXkugy5EMIiMOJf1Fp/pfH0tBCiS2s9KYToAmau9Fmt9eeAzwEkRGZZV4YoVghP1ZDFEC6aTqPE+9OHOLOpldl39xIba8N5/liQM+TiEYY0kKkkfiZBdybPrvB5jtU7WPBimMcjtL1ax5xcvKGFLKUVB3meTvppFz0A2DjUdOCaWbYmOlhY1NkcRq1O9w9iHB7Zxgt7hvjKphE+0HqID8dGMRBYwsDAxEKz3Z7m450vcTTZzVOZYRZLYcYf7UJ4AuELtKkxMjWcUIWORIG0U+aDbQcZtObINKLDXqn7jLit/MHrjyCPxug5Xb2+EYtjc4gf0W3toMMdDFxE7gpqcr1oDSjMquZoqRuFQHRVKXhhEg9vxnck+X6DWhrMu3KENRz84TChGUHf1PiKj8Sv1lc8XAtunS7G8BClLa3k+01yWwKjKjTIusAsC4wqhGeCYsvKAG2AFw4GSlZZg4Z6QuA74MY1flize99p3td2mLvsSSzhIBH4WjHt1zjvRRibS9E36mLPlC5Ze7qaJkt5z1dSE+37tB5UHPK3UHyXw9bBr2IJRZ+ZZ8e+EY7/s71EJgWZYzWEDs7TLNSQ52bArQfuVq2CAZY0MDIpRCxKaXsHtZRBbqOknlTQVSMRX+Cn2w4QEoKy8snh8x9mfoynzg+TOmQGM9tS+aZ/w6txPVErAvgfwFGt9X+86KWvA78A/NvGv19b8da9CV0sYU1ZmMUwda3pMAw2RHJMde3n39/TTS3t0HMghKjVLrn5C8OAVAI3HWI4OcIeZ4I/z+1jf66PzFFF6Nmj+DcwGtdac4SXiRJnQGy+8Hwb3UwyuvRw+ZpojZ/NQTZH5K9miRoG4Y/t5ZXsMNwDj0bOEBXyQrJ/R0o2S5vN1jzE5/HbXkOhKaoaVa0oaIGBpsMICsyaGG8qLBDF1T77K4O8lN+A/UqM7u8XMM/PvmXIndaao+pHRNNdDLT/GGJsEl13afN6mOTc0mjrlvSTJYya5kyxBSk0gx3zjMo0s7tj1NKaXfefpDeSZW9slO8ubGf8c2Eix6bxp2ZWdEPYtfrKKCdaGg9viS7VgTRTDxokds/xxF2fJyIgJCSzSvNStZ/D5R6+duYuPM/Atj1s02M4FYwcTy+04mvBrvZJukI5dkTGaTPz7Lbn6DIiGOKNkbGvFbO+zeFaL2o2RPjMDGQLb2zvv+b1c6Fox8pponxSL00SP5vgaG83I70tDFuzDJg2/2bgqxz+eCe/f+a9TMc7ET5IH8KzNplyHVGsIHwFrov2/SBXSiZFvT3O5IMm9R6Xf/rAt/nx6HFajWAEHmhgManqzCuHbx3fSfLpEK0Hi3hT0ytySm/mekbkDwOfBA4JIQ40nvttAgP+F0KIXwJGgY+tSgsvQtdqiFyRyJTg38/8GPfEzvKR2BjDzhTD28Y5IbvpSSeRvkIVSxem0TKVJLuvg8KA5CciM0jguYUhjo130pfzgmLMN+AbzzHPFOeIkeQF/QQAm9jJAFsuhNoBWVZSE63QPqROlJB+lEPZLbx786e5Z+Acf7/rSTqNEr2GhSEEjrDwL7qTBZXBFYb2kY0RvGzsfPK1oqY9itrlDxbu5VC+m1deHyI8btJx0MWcyaGvYwSRY56J+ilii1meXzgDvsdGYzeDxnYOej9cHU2uhdYkT5c59/ggtbRG91UwTR95b5aBeJH3th4j50X4n+ceYnS8hS3z1eA8VzhG/lp9ZZQTiUao3S25fpQjcWOaRKiK0zDijjBJSZcd9gQpo4Q/JFFa4EiPkHTpsrIAjCUyKASbQ1OkjBKdRp6I8IjLSwcDNe1S1R4vVTbxzZldhGYk5Ivoi/IeXVUTsZUxfYbV0ETnChhak3o1wT+Wn+Cn7jrEv+16mqT02WpP86GeQ3z5EQOtBUrDQjHM3N1BtI2d68eog1XQ+LagOKDxEj4DGyfpjy+wPTROXAYj8AI+T5YHOVHt4qmpYabmksR/FCZzvII5tXpVx64nauVZLinhcAnvXdnmXBtVqUC1RmLU4xuv7ebMxlY+sHGU7VaOfzn0Vf6F8dPUW9uxXA/hBbs7hWlCOsHMPQJnKMfd4REsAccmOrCPhnFmcjccS5oSrTzKR6/42j7exXf1X76utX50Jc75Ajrw4emXDhF/WZDu78XrSvPqB7fwvQ9NsyM8Rjw0TkQGI+2lMl3BrtUgEiDcMO5LF95SOa+idjnvWfzRgQcIHw+x+bsF5Oun0fU63nVuVkiJVh6VH0eGIqDUG7UaBdxjvYcn3C+tvCZvgXj5CH2Hw7j3DDP6k2HExiL/efef0mmU6DAk3y51M37gPaRGBcbUFH6usOKbna7VV9Cc0Frfs6JfeDWEwAtLSLp0hAuNmZx54a/Fhrso877wfuBKJeDenCTNbvxdSlm5FLTiudxGDp/opW1Mo+YXLtH1WppEiJPXC8PLONMr4i8uwuIiXY+btB5M8a1f2cG/7HyKlDTpMmy2ZI7wD9KHkEgMIahqjwXfZ1Y5vFQZYsZN8MpiPwmryj/pfpxuo44lBAaiUc80GIHP+mG+OP4AJ8fbSb4QYsPRKs7ZMbxz43irmNZhXe3sXPJ9hqfKJF9LcNjv5fGufjrNLG1GiXvTo/zJzwxi5aPY+V6ED0Jr3JgguXWObS0znHdbmPDSmKfCZI75GIuF9VebU2t0qYwxb5E5HOGL4Xfix33CmQpDrfP8na4X6DRzbLcLOEISwW4UynUpacWoFyGrIpysdTLnxvne5GbmszESL4eIj/mYs3n8a8TjX71d6kI+59th96dWGup17Ik8rQdbKU/H+YXsryBsH2lqVNam/TVNZNZFl8q3NmXwGiBdjS4bLNQilLQCgiRXEvmWNTyvxcX1PQ+5EY5Ue/jh6Y2k95skR6rB73C76FooYRkGiZfbud/+NRzHIxaq0RfPcm9qhCF7lodCE1hCEJcCqLHVmaDTzJE0KkRkjYysYwjBcTfMrJ/gu9kdTFQSnJxvo1xysE+FSc5C+kQNeyKPLhRXPa3D+jLkEGwoOHqWnqkUdq6fP9t8H3tSY/x86kX+TupHfPTjr1BQNgeq/ZSVw5wbw5Ee74odIyRcvpy9h4OLPXS+6BF+6vCVt/KvA1Q2hyiWSI1PkfqmgYxF0ZkkUw8O8pmPhtndMsGvtX2fjPSwZFDGbsqHaT/BVxb3ca6U4dD5bvSCTe/3NBtHCohz5/Bz+WDkcDOdTuvbq8K88tE1H//4KRInz5I0DLqti7q8UhcSYPm3i6FZRcyKwspazJaiLCgTJT0s7SPRDXfbjefxWTLiNe3iasVThd08MbmVxHNhOr7wWuC2vI2KkPiz84iFLN1fmEd8OYxOxXFbE5zc0cErD/azpXeavsGv0SZrdJsOcQltRgkoISNzjaPYLKg6z5a28Fq+l1e+v5XoGHQeqmBN52Bh9ELq6ZWKE38r1p8hh6BzFIskztU48dwgh1N9fKN7JwPpRX6z9ztBcVhnClebzJhxAOraYMpL8vWTd+Gfj7BpppHje51msdNKX5L8P9h4DMmzMSae7+TxZDvf7dqCYSosy0NrQa1m4rsGzDkYVUFsRmAVNZGxPHI+H7iubqOLbkVRPlr5l84U3mbJr5zpEuljKfLVVv52+VeJhOq0xkr0Rxf5SOvLtBkFBs0KFgJLSHw0OeXjazAE+BpyyqKOJCXrWGgUwY5JV0uq2uR7U1uYOtxO16SPrtXWtkDLlWisNelKJXC9KoXl+aTCJsoJc/rcAD83+SuYpk/Ycbk4AjLwnwcFazzPoDITwSwYtBzVhGc9rJkCZAvB7O4W1yhdn4a8USnefOYgG1+0g5jWtgyTD2zgxd/cyP2R0+y281hCsuDPU9YGB2q9vFgYIvXNKC0vz6HHplBrWHpq2ahLiwHoQgFVKGBOzzLwrIkQIijo+uZsiVpfqEai/ca/nhu4l94ORu1OvVG9FVqjD58kc9wkY1kIx4Z0knpvG/t39DH24RRbktN8JP0KcVklLl2q2uBIrY+qtggJl7o2OFTuo+Q7bItMkjGLuDrYPFZVFlVtMbW/k6FvVrDG5q97feWW0lhrUlU/KDyTz8OUwD4p6fqeEZSzk8HOYGHIYJewbQVx5m49uGbURTH3KghL1EoHAQZrdA2tS0O+hPY8tOchfB9pGCTOJfhvrzzCFxL3kYmWkUJT8w083yBXCOPmHDaO1RCL+SCx1p1Iw53wNjDJTW6QpQRNwvPQ1RoSsE2DRNTk9P4+TsS7ebJ9M5bhY5k+ni8plkIoLZBCo7XAK1rgC/4muh3DbAwEAK0EWgkyp8CcK15XpNNtw1IggfLRF9cLkcYluVou1PO8DQc869qQL6FrNfyZWawfZNn6Sji4izYKzUYAtKZNadAKVargXW0bf5MmdzqNOp4A/vwCLGQJnzIYftoJRqBLlbUuFIjWwWj0wudV8FiKK+YX15UK/p1SeGNp1ns7zizexB1hyIGggzZcLk2aNLkOLhmJNq+b9cy6qhDUpEmTJk0u584Zkd+JrFR6TdmYLq/0Ql8jE96dFP0hnKBI8IWIpvVwXhcvaN9hv8cNIy5y+ayEDtJAhkOgdRDVtdK6SmNF2tk05LcjjcIISxelbvj3b+bHFqaJjMeDWOl88eaN+RVqhQrTQthWsIh2K+LHxZv8stebse96D2/ZGJ3tYBjohcUg+dpSbvfb0Tg29BCGAXKpzwTl+IIKUmu0wWmpXVLc8jbIcDjw87tB7dvl6mAkYqhNfYi6hzh+dmX7uTSQtoX21bJdW03Xyu3GlQymXEbBZSFhKYxqBdt0ASkR13p9NVmNYr6GgTaDm+hl57VW5/lWSBG0tRFyuma/x5W4lQWXGxpcCL1diTYIibINtGWsuK5CvqmdyzmWvoV3SyHELFAC5t7qveuEVq58LgNa67brOcAdqAlcWZemJsvQBO5IXZqaXM5N2ZRbasgBhBAv37JEQavMSp3LnaQJrMz5NDVZ3ePcDjQ1uZybPZema6VJkyZN1jlNQ96kSZMm65y1MOSfW4PvXC1W6lzuJE1gZc6nqcnqHud2oKnJ5dzUudxyH3mTJk2aNFlZmq6VJk2aNFnn3DJDLoR4nxDiuBDilBDit27V964UQog+IcRTQogjQojDQoh/1Hj+nwshxoUQBxp/H7jB465bXZqaXE5TkyuzGro0NbkIrfWq/wEGcBoYIij09xqw/VZ89wqeQxewt/H/OHAC2A78c+B/fzvq0tSkqcla6dLU5NK/WzUivw84pbU+o7WuA18CHrtF370iaK0ntdb7G/8vAEeBnmUedl3r0tTkcpqaXJlV0KWpyUXcKkPeA5y/6PEYy+/ca4YQYhC4G3ix8dSnhRAHhRCfF0Kkb+BQd4wuTU0up6nJlVkhXZqaXERzsfMGEULEgC8Dv6G1zgN/AGwE9gCTwO+uXevWhqYml9PU5Mo0dbmcldDkVhnycaDvose9jefWFUIIi0DwL2qtvwKgtZ7WWvtaawX8IcGU73pZ97o0NbmcpiZXZoV1aWpyEbfKkL8EDAshNgghbOATwNdv0XevCCJIffY/gKNa6/940fNdF73tw8DrN3DYda1LU5PLaWpyZVZBl6YmF3FL8pFrrT0hxKeBxwlWmz+vtT58K757BXkY+CRwSAhxoPHcbwM/K4TYQ1CDdgT4e9d7wDtAl6Yml9PU5MqsqC5NTS6lubOzSZMmTdY5zcXOJk2aNFnnNA15kyZNmqxzmoa8SZMmTdY5TUPepEmTJuucpiFv0qRJk3VO05A3adKkyTqnacibNGnSZJ3TNORNmjRpss75/wGzdodQXJcTpQAAAABJRU5ErkJggg==","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 80%|████████  | 40/50 [07:07<01:46, 10.62s/it, generator loss:=2.62, discriminator loss:=0.207]"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 90%|█████████ | 45/50 [08:00<00:52, 10.55s/it, generator loss:=2.8, discriminator loss:=0.178] "]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":[" 98%|█████████▊| 49/50 [08:43<00:10, 10.65s/it, generator loss:=2.77, discriminator loss:=0.2]  "]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["100%|██████████| 50/50 [08:54<00:00, 10.68s/it, generator loss:=2.79, discriminator loss:=0.184]\n"]}],"source":["train_dcgan(dataloaders, models, optimizers, loss_fn, epochs // 2, plot_every // 2, device)"]},{"cell_type":"code","execution_count":304,"metadata":{"execution":{"iopub.execute_input":"2022-04-10T01:46:05.504296Z","iopub.status.busy":"2022-04-10T01:46:05.503731Z","iopub.status.idle":"2022-04-10T01:46:05.889844Z","shell.execute_reply":"2022-04-10T01:46:05.889135Z","shell.execute_reply.started":"2022-04-10T01:46:05.504257Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 5 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["generator.eval()\n","dcplotn(5, generator, device)"]},{"cell_type":"markdown","metadata":{"id":"bqkGxSk8mXFr"},"source":["> **Task**: Try generating more complex color images with DCGAN - for example, take one class from [CIFAR-10](https://pytorch.org/vision/stable/generated/torchvision.datasets.CIFAR10.html) dataset."]},{"cell_type":"markdown","metadata":{"id":"Wc8rDu7uk98o"},"source":["## Training on Paintings\n","\n","One of the good candidates for GAN training are paintings created by human artists.\n","\n","![](https://soshnikov.com/images/artartificial/Flo1.jpg)\n","\n","(Photo from [Art of Artificial](https://soshnikov.com/museum/art-artificial/) collection)"]},{"cell_type":"markdown","metadata":{"id":"q_A3nR10Tkih"},"source":["## References\n","\n","* [GAN arxiv](https://arxiv.org/abs/1406.2661)\n","* [DCGAN arxiv](https://arxiv.org/abs/1511.06434)\n","* [DCGAN Pytorch tutorial](https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"}},"nbformat":4,"nbformat_minor":4}
